Association Rule Mining
2024-12-05
Introduction
This Project is developed as an application of the Market Basket Analysis in R for recognizing word association for fake and true job postings.
Let us start by loading the packages required for the work.
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
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## filter, lag## The following objects are masked from 'package:base':
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## intersect, setdiff, setequal, unionlibrary(tm)## Loading required package: NLPlibrary(stringr)library(wordcloud)## Loading required package: RColorBrewerlibrary(RColorBrewer)library(arules) ## Loading required package: Matrix##
## Attaching package: 'arules'## The following object is masked from 'package:tm':
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## inspect## The following object is masked from 'package:dplyr':
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## recode## The following objects are masked from 'package:base':
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## abbreviate, writelibrary(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ forcats 1.0.0 ✔ readr 2.1.5
## ✔ ggplot2 3.5.1 ✔ tibble 3.2.1
## ✔ lubridate 1.9.3 ✔ tidyr 1.3.1
## ✔ purrr 1.0.2
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ ggplot2::annotate() masks NLP::annotate()
## ✖ tidyr::expand() masks Matrix::expand()
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ✖ tidyr::pack() masks Matrix::pack()
## ✖ arules::recode() masks dplyr::recode()
## ✖ tidyr::unpack() masks Matrix::unpack()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorsData Exploration
true_data <- read.csv("True.csv")
fake_data <- read.csv("Fake.csv")head(true_data)## title
## 1 As U.S. budget fight looms, Republicans flip their fiscal script
## 2 U.S. military to accept transgender recruits on Monday: Pentagon
## 3 Senior U.S. Republican senator: 'Let Mr. Mueller do his job'
## 4 FBI Russia probe helped by Australian diplomat tip-off: NYT
## 5 Trump wants Postal Service to charge 'much more' for Amazon shipments
## 6 White House, Congress prepare for talks on spending, immigration
## text
## 1 WASHINGTON (Reuters) - The head of a conservative Republican faction in the U.S. Congress, who voted this month for a huge expansion of the national debt to pay for tax cuts, called himself a “fiscal conservative” on Sunday and urged budget restraint in 2018. In keeping with a sharp pivot under way among Republicans, U.S. Representative Mark Meadows, speaking on CBS’ “Face the Nation,” drew a hard line on federal spending, which lawmakers are bracing to do battle over in January. When they return from the holidays on Wednesday, lawmakers will begin trying to pass a federal budget in a fight likely to be linked to other issues, such as immigration policy, even as the November congressional election campaigns approach in which Republicans will seek to keep control of Congress. President Donald Trump and his Republicans want a big budget increase in military spending, while Democrats also want proportional increases for non-defense “discretionary” spending on programs that support education, scientific research, infrastructure, public health and environmental protection. “The (Trump) administration has already been willing to say: ‘We’re going to increase non-defense discretionary spending ... by about 7 percent,’” Meadows, chairman of the small but influential House Freedom Caucus, said on the program. “Now, Democrats are saying that’s not enough, we need to give the government a pay raise of 10 to 11 percent. For a fiscal conservative, I don’t see where the rationale is. ... Eventually you run out of other people’s money,” he said. Meadows was among Republicans who voted in late December for their party’s debt-financed tax overhaul, which is expected to balloon the federal budget deficit and add about $1.5 trillion over 10 years to the $20 trillion national debt. “It’s interesting to hear Mark talk about fiscal responsibility,” Democratic U.S. Representative Joseph Crowley said on CBS. Crowley said the Republican tax bill would require the United States to borrow $1.5 trillion, to be paid off by future generations, to finance tax cuts for corporations and the rich. “This is one of the least ... fiscally responsible bills we’ve ever seen passed in the history of the House of Representatives. I think we’re going to be paying for this for many, many years to come,” Crowley said. Republicans insist the tax package, the biggest U.S. tax overhaul in more than 30 years, will boost the economy and job growth. House Speaker Paul Ryan, who also supported the tax bill, recently went further than Meadows, making clear in a radio interview that welfare or “entitlement reform,” as the party often calls it, would be a top Republican priority in 2018. In Republican parlance, “entitlement” programs mean food stamps, housing assistance, Medicare and Medicaid health insurance for the elderly, poor and disabled, as well as other programs created by Washington to assist the needy. Democrats seized on Ryan’s early December remarks, saying they showed Republicans would try to pay for their tax overhaul by seeking spending cuts for social programs. But the goals of House Republicans may have to take a back seat to the Senate, where the votes of some Democrats will be needed to approve a budget and prevent a government shutdown. Democrats will use their leverage in the Senate, which Republicans narrowly control, to defend both discretionary non-defense programs and social spending, while tackling the issue of the “Dreamers,” people brought illegally to the country as children. Trump in September put a March 2018 expiration date on the Deferred Action for Childhood Arrivals, or DACA, program, which protects the young immigrants from deportation and provides them with work permits. The president has said in recent Twitter messages he wants funding for his proposed Mexican border wall and other immigration law changes in exchange for agreeing to help the Dreamers. Representative Debbie Dingell told CBS she did not favor linking that issue to other policy objectives, such as wall funding. “We need to do DACA clean,” she said. On Wednesday, Trump aides will meet with congressional leaders to discuss those issues. That will be followed by a weekend of strategy sessions for Trump and Republican leaders on Jan. 6 and 7, the White House said. Trump was also scheduled to meet on Sunday with Florida Republican Governor Rick Scott, who wants more emergency aid. The House has passed an $81 billion aid package after hurricanes in Florida, Texas and Puerto Rico, and wildfires in California. The package far exceeded the $44 billion requested by the Trump administration. The Senate has not yet voted on the aid.
## 2 WASHINGTON (Reuters) - Transgender people will be allowed for the first time to enlist in the U.S. military starting on Monday as ordered by federal courts, the Pentagon said on Friday, after President Donald Trump’s administration decided not to appeal rulings that blocked his transgender ban. Two federal appeals courts, one in Washington and one in Virginia, last week rejected the administration’s request to put on hold orders by lower court judges requiring the military to begin accepting transgender recruits on Jan. 1. A Justice Department official said the administration will not challenge those rulings. “The Department of Defense has announced that it will be releasing an independent study of these issues in the coming weeks. So rather than litigate this interim appeal before that occurs, the administration has decided to wait for DOD’s study and will continue to defend the president’s lawful authority in District Court in the meantime,” the official said, speaking on condition of anonymity. In September, the Pentagon said it had created a panel of senior officials to study how to implement a directive by Trump to prohibit transgender individuals from serving. The Defense Department has until Feb. 21 to submit a plan to Trump. Lawyers representing currently-serving transgender service members and aspiring recruits said they had expected the administration to appeal the rulings to the conservative-majority Supreme Court, but were hoping that would not happen. Pentagon spokeswoman Heather Babb said in a statement: “As mandated by court order, the Department of Defense is prepared to begin accessing transgender applicants for military service Jan. 1. All applicants must meet all accession standards.” Jennifer Levi, a lawyer with gay, lesbian and transgender advocacy group GLAD, called the decision not to appeal “great news.” “I’m hoping it means the government has come to see that there is no way to justify a ban and that it’s not good for the military or our country,” Levi said. Both GLAD and the American Civil Liberties Union represent plaintiffs in the lawsuits filed against the administration. In a move that appealed to his hard-line conservative supporters, Trump announced in July that he would prohibit transgender people from serving in the military, reversing Democratic President Barack Obama’s policy of accepting them. Trump said on Twitter at the time that the military “cannot be burdened with the tremendous medical costs and disruption that transgender in the military would entail.” Four federal judges - in Baltimore, Washington, D.C., Seattle and Riverside, California - have issued rulings blocking Trump’s ban while legal challenges to the Republican president’s policy proceed. The judges said the ban would likely violate the right under the U.S. Constitution to equal protection under the law. The Pentagon on Dec. 8 issued guidelines to recruitment personnel in order to enlist transgender applicants by Jan. 1. The memo outlined medical requirements and specified how the applicants’ sex would be identified and even which undergarments they would wear. The Trump administration previously said in legal papers that the armed forces were not prepared to train thousands of personnel on the medical standards needed to process transgender applicants and might have to accept “some individuals who are not medically fit for service.” The Obama administration had set a deadline of July 1, 2017, to begin accepting transgender recruits. But Trump’s defense secretary, James Mattis, postponed that date to Jan. 1, 2018, which the president’s ban then put off indefinitely. Trump has taken other steps aimed at rolling back transgender rights. In October, his administration said a federal law banning gender-based workplace discrimination does not protect transgender employees, reversing another Obama-era position. In February, Trump rescinded guidance issued by the Obama administration saying that public schools should allow transgender students to use the restroom that corresponds to their gender identity.
## 3 WASHINGTON (Reuters) - The special counsel investigation of links between Russia and President Trump’s 2016 election campaign should continue without interference in 2018, despite calls from some Trump administration allies and Republican lawmakers to shut it down, a prominent Republican senator said on Sunday. Lindsey Graham, who serves on the Senate armed forces and judiciary committees, said Department of Justice Special Counsel Robert Mueller needs to carry on with his Russia investigation without political interference. “This investigation will go forward. It will be an investigation conducted without political influence,” Graham said on CBS’s Face the Nation news program. “And we all need to let Mr. Mueller do his job. I think he’s the right guy at the right time.” The question of how Russia may have interfered in the election, and how Trump’s campaign may have had links with or co-ordinated any such effort, has loomed over the White House since Trump took office in January. It shows no sign of receding as Trump prepares for his second year in power, despite intensified rhetoric from some Trump allies in recent weeks accusing Mueller’s team of bias against the Republican president. Trump himself seemed to undercut his supporters in an interview last week with the New York Times in which he said he expected Mueller was “going to be fair.” Russia’s role in the election and the question of possible links to the Trump campaign are the focus of multiple inquiries in Washington. Three committees of the Senate and the House of Representatives are investigating, as well as Mueller, whose team in May took over an earlier probe launched by the U.S. Federal Bureau of Investigation (FBI). Several members of the Trump campaign and administration have been convicted or indicted in the investigation. Trump and his allies deny any collusion with Russia during the campaign, and the Kremlin has denied meddling in the election. Graham said he still wants an examination of the FBI’s use of a dossier on links between Trump and Russia that was compiled by a former British spy, Christopher Steele, which prompted Trump allies and some Republicans to question Mueller’s inquiry. On Saturday, the New York Times reported that it was not that dossier that triggered an early FBI probe, but a tip from former Trump campaign foreign policy adviser George Papadopoulos to an Australian diplomat that Russia had damaging information about former Trump rival Hillary Clinton. “I want somebody to look at the way the Department of Justice used this dossier. It bothers me greatly the way they used it, and I want somebody to look at it,” Graham said. But he said the Russia investigation must continue. “As a matter of fact, it would hurt us if we ignored it,” he said.
## 4 WASHINGTON (Reuters) - Trump campaign adviser George Papadopoulos told an Australian diplomat in May 2016 that Russia had political dirt on Democratic presidential candidate Hillary Clinton, the New York Times reported on Saturday. The conversation between Papadopoulos and the diplomat, Alexander Downer, in London was a driving factor behind the FBI’s decision to open a counter-intelligence investigation of Moscow’s contacts with the Trump campaign, the Times reported. Two months after the meeting, Australian officials passed the information that came from Papadopoulos to their American counterparts when leaked Democratic emails began appearing online, according to the newspaper, which cited four current and former U.S. and foreign officials. Besides the information from the Australians, the probe by the Federal Bureau of Investigation was also propelled by intelligence from other friendly governments, including the British and Dutch, the Times said. Papadopoulos, a Chicago-based international energy lawyer, pleaded guilty on Oct. 30 to lying to FBI agents about contacts with people who claimed to have ties to top Russian officials. It was the first criminal charge alleging links between the Trump campaign and Russia. The White House has played down the former aide’s campaign role, saying it was “extremely limited” and that any actions he took would have been on his own. The New York Times, however, reported that Papadopoulos helped set up a meeting between then-candidate Donald Trump and Egyptian President Abdel Fattah al-Sisi and edited the outline of Trump’s first major foreign policy speech in April 2016. The federal investigation, which is now being led by Special Counsel Robert Mueller, has hung over Trump’s White House since he took office almost a year ago. Some Trump allies have recently accused Mueller’s team of being biased against the Republican president. Lawyers for Papadopoulos did not immediately respond to requests by Reuters for comment. Mueller’s office declined to comment. Trump’s White House attorney, Ty Cobb, declined to comment on the New York Times report. “Out of respect for the special counsel and his process, we are not commenting on matters such as this,” he said in a statement. Mueller has charged four Trump associates, including Papadopoulos, in his investigation. Russia has denied interfering in the U.S. election and Trump has said there was no collusion between his campaign and Moscow.
## 5 SEATTLE/WASHINGTON (Reuters) - President Donald Trump called on the U.S. Postal Service on Friday to charge “much more” to ship packages for Amazon (AMZN.O), picking another fight with an online retail giant he has criticized in the past. “Why is the United States Post Office, which is losing many billions of dollars a year, while charging Amazon and others so little to deliver their packages, making Amazon richer and the Post Office dumber and poorer? Should be charging MUCH MORE!” Trump wrote on Twitter. The president’s tweet drew fresh attention to the fragile finances of the Postal Service at a time when tens of millions of parcels have just been shipped all over the country for the holiday season. The U.S. Postal Service, which runs at a big loss, is an independent agency within the federal government and does not receive tax dollars for operating expenses, according to its website. Package delivery has become an increasingly important part of its business as the Internet has led to a sharp decline in the amount of first-class letters. The president does not determine postal rates. They are set by the Postal Regulatory Commission, an independent government agency with commissioners selected by the president from both political parties. That panel raised prices on packages by almost 2 percent in November. Amazon was founded by Jeff Bezos, who remains the chief executive officer of the retail company and is the richest person in the world, according to Bloomberg News. Bezos also owns The Washington Post, a newspaper Trump has repeatedly railed against in his criticisms of the news media. In tweets over the past year, Trump has said the “Amazon Washington Post” fabricated stories. He has said Amazon does not pay sales tax, which is not true, and so hurts other retailers, part of a pattern by the former businessman and reality television host of periodically turning his ire on big American companies since he took office in January. Daniel Ives, a research analyst at GBH Insights, said Trump’s comment could be taken as a warning to the retail giant. However, he said he was not concerned for Amazon. “We do not see any price hikes in the future. However, that is a risk that Amazon is clearly aware of and (it) is building out its distribution (system) aggressively,” he said. Amazon has shown interest in the past in shifting into its own delivery service, including testing drones for deliveries. In 2015, the company spent $11.5 billion on shipping, 46 percent of its total operating expenses that year. Amazon shares were down 0.86 percent to $1,175.90 by early afternoon. Overall, U.S. stock prices were down slightly on Friday. Satish Jindel, president of ShipMatrix Inc, which analyzes shipping data, disputed the idea that the Postal Service charges less than United Parcel Service Inc (UPS.N) and FedEx Corp (FDX.N), the other biggest players in the parcel delivery business in the United States. Many customers get lower rates from UPS and FedEx than they would get from the post office for comparable services, he said. The Postal Service delivers about 62 percent of Amazon packages, for about 3.5 to 4 million a day during the current peak year-end holiday shipping season, Jindel said. The Seattle-based company and the post office have an agreement in which mail carriers take Amazon packages on the last leg of their journeys, from post offices to customers’ doorsteps. Amazon’s No. 2 carrier is UPS, at 21 percent, and FedEx is third, with 8 percent or so, according to Jindel. Trump’s comment tapped into a debate over whether Postal Service pricing has kept pace with the rise of e-commerce, which has flooded the mail with small packages.Private companies like UPS have long claimed the current system unfairly undercuts their business. Steve Gaut, a spokesman for UPS, noted that the company values its “productive relationship” with the postal service, but that it has filed with the Postal Regulatory Commission its concerns about the postal service’s methods for covering costs. Representatives for Amazon, the White House, the U.S. Postal Service and FedEx declined comment or were not immediately available for comment on Trump’s tweet. According to its annual report, the Postal Service lost $2.74 billion this year, and its deficit has ballooned to $61.86 billion. While the Postal Service’s revenue for first class mail, marketing mail and periodicals is flat or declining, revenue from package delivery is up 44 percent since 2014 to $19.5 billion in the fiscal year ended Sept. 30, 2017. But it also lost about $2 billion in revenue when a temporary surcharge expired in April 2016. According to a Government Accountability Office report in February, the service is facing growing personnel expenses, particularly $73.4 billion in unfunded pension and benefits liabilities. The Postal Service has not announced any plans to cut costs. By law, the Postal Service has to set prices for package delivery to cover the costs attributable to that service. But the postal service allocates only 5.5 percent of its total costs to its business of shipping packages even though that line of business is 28 percent of its total revenue.
## 6 WEST PALM BEACH, Fla./WASHINGTON (Reuters) - The White House said on Friday it was set to kick off talks next week with Republican and Democratic congressional leaders on immigration policy, government spending and other issues that need to be wrapped up early in the new year. The expected flurry of legislative activity comes as Republicans and Democrats begin to set the stage for midterm congressional elections in November. President Donald Trump’s Republican Party is eager to maintain control of Congress while Democrats look for openings to wrest seats away in the Senate and the House of Representatives. On Wednesday, Trump’s budget chief Mick Mulvaney and legislative affairs director Marc Short will meet with Senate Majority Leader Mitch McConnell and House Speaker Paul Ryan - both Republicans - and their Democratic counterparts, Senator Chuck Schumer and Representative Nancy Pelosi, the White House said. That will be followed up with a weekend of strategy sessions for Trump, McConnell and Ryan on Jan. 6 and 7 at the Camp David presidential retreat in Maryland, according to the White House. The Senate returns to work on Jan. 3 and the House on Jan. 8. Congress passed a short-term government funding bill last week before taking its Christmas break, but needs to come to an agreement on defense spending and various domestic programs by Jan. 19, or the government will shut down. Also on the agenda for lawmakers is disaster aid for people hit by hurricanes in Puerto Rico, Texas and Florida, and by wildfires in California. The House passed an $81 billion package in December, which the Senate did not take up. The White House has asked for a smaller figure, $44 billion. Deadlines also loom for soon-to-expire protections for young adult immigrants who entered the country illegally as children, known as “Dreamers.” In September, Trump ended Democratic former President Barack Obama’s Deferred Action for Childhood Arrivals (DACA) program, which protected Dreamers from deportation and provided work permits, effective in March, giving Congress until then to devise a long-term solution. Democrats, some Republicans and a number of large companies have pushed for DACA protections to continue. Trump and other Republicans have said that will not happen without Congress approving broader immigration policy changes and tougher border security. Democrats oppose funding for a wall promised by Trump along the U.S.-Mexican border. “The Democrats have been told, and fully understand, that there can be no DACA without the desperately needed WALL at the Southern Border and an END to the horrible Chain Migration & ridiculous Lottery System of Immigration etc,” Trump said in a Twitter post on Friday. Trump wants to overhaul immigration rules for extended families and others seeking to live in the United States. Republican U.S. Senator Jeff Flake, a frequent critic of the president, said he would work with Trump to protect Dreamers. “We can fix DACA in a way that beefs up border security, stops chain migration for the DREAMers, and addresses the unfairness of the diversity lottery. If POTUS (Trump) wants to protect these kids, we want to help him keep that promise,” Flake wrote on Twitter. Congress in early 2018 also must raise the U.S. debt ceiling to avoid a government default. The U.S. Treasury would exhaust all of its borrowing options and run dry of cash to pay its bills by late March or early April if Congress does not raise the debt ceiling before then, according to the nonpartisan Congressional Budget Office. Trump, who won his first major legislative victory with the passage of a major tax overhaul this month, has also promised a major infrastructure plan.
## subject date type
## 1 politicsNews 31-Dec-17 1
## 2 politicsNews 29-Dec-17 1
## 3 politicsNews 31-Dec-17 1
## 4 politicsNews 30-Dec-17 1
## 5 politicsNews 29-Dec-17 1
## 6 politicsNews 29-Dec-17 1columns_to_keep <- c("title", "text", "subject", "type")
fake_data<- fake_data %>% select(all_of(columns_to_keep))
colnames(fake_data) ## [1] "title" "text" "subject" "type"true_data <- true_data %>% select(-date)
colnames(fake_data) ## [1] "title" "text" "subject" "type"Display the size of the dataset
dim(true_data)## [1] 21417 4dim(fake_data)## [1] 23565 4A function clean_text for an automatic preprocessing
library(tm)
library(SnowballC)
library(stringr)
library(SnowballC) # For stemming
library(tm) # For stopwords
library(dplyr)
clean_text <- function(text) {
# Replace email addresses with 'emailaddr' (modified pattern)
text <- gsub('[a-zA-Z0-9\\-\\.]+@[a-zA-Z0-9]+\\.[a-zA-Z]{2,4}', 'emailaddr', text)
# Replace URLs with 'httpaddr'
text <- gsub('(http[s]?\\S+)|(\\w+\\.\\w{2,4}\\S*)', 'httpaddr', text)
# Replace currency symbols with 'moneysymb'
text <- gsub('£|\\$', 'moneysymb', text)
# Replace phone numbers with 'phonenumbr'
text <- gsub('\\+?\\(?\\d{1,2}\\)?[-\\s.]?\\d{3}[-\\s.]?\\d{3}[-\\s.]?\\d{4}', 'phonenumbr', text)
# Replace numbers with 'numbr'
text <- gsub('\\d+(\\.\\d+)?', 'numbr', text)
# Remove any non-word characters (except space)
text <- gsub('[^a-zA-Z0-9\\s]', ' ', text)
# Remove extra spaces and trim leading/trailing whitespaces
text <- gsub('\\s+', ' ', text)
text <- gsub('^\\s+|\\s+?$', '', text)
# Convert to lowercase
text <- tolower(text)
# Tokenize the text, remove stopwords, and apply stemming
words <- strsplit(text, " ")[[1]]
words <- words[!words %in% stopwords("en")] # Remove stopwords
# Remove single-character words (like 'a', 'b', etc.)
words <- words[nchar(words) > 1]
# Apply stemming
words <- wordStem(words)
# Return the cleaned text as a single string
return(paste(words, collapse = " "))
}
# Apply the clean_text function to both 'title' and 'text' columns
true_data$title <- sapply(true_data$title, clean_text)
true_data$text <- sapply(true_data$text, clean_text)
fake_data$title <- sapply(fake_data$title, clean_text)
fake_data$text <- sapply(fake_data$text, clean_text)
# Combine the datasets
true_fake_job <- bind_rows(true_data, fake_data)
# Shuffle the combined dataset
shuffled_data <- true_fake_job[sample(nrow(true_fake_job)), ]
# Inspect the cleaned and shuffled data
head(shuffled_data)## title
## 11069 biden see grow progress battl islam state
## 30040 pictur emerg everyon ever known ted cruz grew hate gut
## 24594 watch whoopi goldberg joi behar wreck republican attempt kill ethic panel
## 36010 actor rob low blast greedi socialist berni sander
## 5935 trump sign order tighter vet prevent terror
## 32530 usa todai caught fabric stori innoc dreamer deport truth video
## text
## 11069 baltimor reuter led battl islam state milit control part iraq syria gain steam will show progress year end vice presid joe biden said thursdai biden tout recent success effort back iraqi troop islam state iraq part broad defens obama administr foreign polici promis ramadi watch happen now raqqa syria happen mosul iraq end year told hous repres democrat baltimor three dai retreat iraqi forc boost train evict insurg larg part ramadi lead specul success elsewher islam state ve taken back collect numbr percent territori occupi biden said white hous spokesman josh earnest ask biden remark said yet heard ad obvious re go need get isil leader mosul raqqa signific task know ve dug citi now mean go hard dig isil on acronym refer islam state democrat vice presid attribut recent success engag european countri turkei presid final got attent european poni haven much anyth biden said ad spend much time probabl presid erdogan erdogan seen lord thing chang self interest biden turkish presid tayyip erdogan discuss wai deepen cooper fight islam state meet istanbul saturdai accord white hous statement sundai
## 30040 sen ted cruz mai see surg republican primari probabl just voter don know well enough yet ever unlik person run presid hard press find just ask anyon liter anyon ever misfortun know ted cruz person httpaddr surpris democrat view cruz right wing polici moral abhorr intellectu idiot member parti sound alarm well week former presidenti candid bob dole broke rank publicli went cruz drop uncomfort truth bomb question allegi parti mr dole said mr cruz don know often ve heard sai word republican often instead mr cruz us word conserv mr dole said offer differ word mr cruz extremist don know go deal congress said nobodi like dole bit kind cruz though allegi isn republican conserv ted cruz man almost unilater orchestr govern shutdown prove insan polit point obamacar cost countri billion destroi america financi credibl oversea ultim accomplish noth get cruz name cruz fact alreadi httpaddr just fellow politician side aisl despis cruz past litter peopl eager publicli dish awkward weird misanthrop cruz knew former roommat princeton now legendari craig mazin spent much past year relentlessli mock cruz social media paint disturb pictur former princeton peer numbrk follow now stuck room ted cruz year sure re nice worth craig mazin clmazin januari numbr numbr gauchefilm buddi loath loath stand craig mazin clmazin octob numbr numbrmi freshman year colleg roommat ted cruz go elect senat case hadn made clear also huge asshol craig mazin clmazin octob numbr numbrbut mayb mazin person beef cruz mayb cruz messi roommat someth nope anoth former classmat recent back mazin httpaddr might think craig exagger met ted freshman week loath within hour httpaddr geoff gacohen januari numbr numbrhilari daili beast decid track classmat see stori match mazin found almost univers feel cruz creepi polit extrem httpaddr addit mazin leitch sever fellow classmat ask name us describ young cruz word like abras intens strident crank arrog four independ offer word creepi point cruz habit don paislei bathrob walk opposit end dorm hallwai femal student live end field girl complaint pleas keep roommat hallwai mazin httpaddr exud creepi vibe even stori ostensibli much loath peopl can help suggest new york time recent ran stori cruz time work law clerk suprem court chief justic william rehnquist stori quickli devolv former colleagu uncomfort note cruz sick fascin murder freak everyon httpaddr interview nearli two dozen mr cruz former colleagu court mani clerk work chamber liber justic also sever conserv chamber depict mr cruz obsess capit punish thought recount crime dime store novel on describ style seem appropri prosecutor persuad juri law clerk address countri nine foremost httpaddr don worri just co worker roommat politician pundit dislik cruz averag peopl well numbr abc new decid take novel approach judg politician popular see peopl sai facebook found numbr percent mention ted cruz social media site unambigu httpaddr cruz surviv polit despit hate everyon hard think on thing back small power group millionair like anti govern polici secondli power hungri shameless opportunist seiz spotlight time can politician thing bad public cruz mug show fox new conserv learn live inher httpaddr hard imagin particular set skill translat effect presid howev crucial time america relat nation man ooz unlik oval offic disast make also clear cruz will us opportun glorifi even expens good countri see govern shutdown fact everybodi hate ted hatr grow get know massiv warn sign someth right gui someon want run power nation earth featur imag via gage skidmor flickr
## 24594 hous republican tri pave wai rampant crime corrupt vote gut offic congression ethic secret meet ladi view absolut httpaddr mondai night republican lawmak vote strip power independ non partisan panel forc refer investig hous ethic committe gop control republican gave abil kill investig even bar panel report crime law httpaddr move gener nation outrag includ whoopi goldberg joi behar rip republican new on httpaddr hous republican appar insist can polic goldberg remark trump promis drain swamp now stuck joi behar chime salvo first congression ethic oxymoron behar began particularli congress sort like slipperi slope toward dictatorship know first re go secret re go polic re go know bad thing re re go keep quiet scari sunni hostin read donald trump pathet respons new problem republican make first httpaddr note just prioriti care ethic hostin pile explain mean allow republican polic offic congression ethic creat thing happen string realli seriou ethic issu now republican sai re go get rid re just go us hous ethic committe re just go polic mean re go get everi time like made grade get everi time jedediah bila chime point hypocrisi republican initi countless investig hillari clinton don want investig wrongdo behar repli know jedediah re shameless noth can shameless bila slam republican stand move behar perfect respons hard stand re spend time knee httpaddr video via httpaddr reason republican want gut offic congression ethic intend pull incredibli uneth shit congress well includ bribe lobbyist consid gop intend consid infrastructur spend tax cut wealthi massiv defens spend fact can report law enforc commit crime complet httpaddr ethic panel realli seen treason republican just gave permiss steal cheat american peopl httpaddr much outrag republican back awai uneth agenda howev just want wait stori di can try need remain httpaddr imag screenshot
## 36010 alwai fun hollywood show conserv side rob low just twitter bash socialist whack job berni sander good stuff actor rob low invok west wing charact sam seaborn blast democrat presidenti candid berni sander commun style mondai night cnn democrat town httpaddr sander attack wall street corpor greed reckless warn wealthi pai tax presid watch berni sander hector yell sai go rais tax interest wai commun mr lowetweet httpaddr million httpaddr prompt ask mr low west wing charact democrat deputi white hous commun director advis mr sander instead sai modul senat mr lowewrot link clip show charact took issu peopl side push increas tax countri highest earner cnn report talk polici talk rhetor men work need dial five mr low sai httpaddr wt
## 5935 washington reuter presid donald trump fridai sign execut order said impos tighter vet prevent foreign terrorist enter unit state establish new vet measur keep radic islam terrorist unit state america trump said pentagon ceremoni want admit countri will support countri love deepli peopl said trump also sign order said begin rebuild militari develop plan new plane new ship new resourc new tool men women uniform
## 32530 fake new push leftist agenda read usa todai report juan manuel mont deport might believ headlin first protect dreamer deport trump usa todai report tuesdai illeg immigr protect barack obama amnesti deport februari spend even girlfriend howev depart homeland secur spokesman told daili caller stori fals juan manuel mont bojorquez receiv amnesti caught climb border fenc detain conserv treehouseth usa todai stori said bojorquez numbr apprehend custom border protect cbp agent wait car ride pick httpaddr articl told offic left wallet friend car didn id proof defer action childhood arriv daca statu deport within three hour back mexico becom first undocu immigr activ daca statu deport trump administr step deport polici usa todai report httpaddr trump administr said will continu honor numbr numbr illeg immigr receiv daca incid accur departur polici david lapan dh spokesman told thedc juan manuel mont bojorquez apprehend calexico station border patrol illeg enter climb fenc downtown calexico arrest bp just minut made illeg entri admit oath arrest interview enter illeg spokesman ad daca statu expir aug numbr notifi time addit convict theft receiv probat daili callerfrom usa todai feder agent ignor presid trump pledg protect deport undocu immigr brought unit state children send young man back nativ mexico first document case usa todai examin new administr immigr polici httpaddr spend even girlfriend calexico calif feb numbr juan manuel mont numbr live sinc ag numbr grab bite wait ride custom border protect offic approach start ask httpaddr twice grant deport protect defer action childhood arriv daca program creat presid barack obama left intact presid httpaddr left wallet friend car couldn produc id proof daca statu told agent couldn retriev within three hour back mexico becom first undocu immigr activ daca statu deport trump administr step deport polici peopl told go deport other said noth happen mont told usa todai aunt uncl home western mexico stai thought kept nose clean noth happen ask exact locat home httpaddr trump declin revok daca protect obama grant numbr numbr undocu immigr repeatedli sai soft spot young peopl lead product live ti countri birth shouldn worri told abc new januari big heart even daca enrolle target immigr httpaddr least numbr feder custodi accord unit dream advocaci organ made daca enrolle young httpaddr group advocaci director greisa martinez daca protect said mont case proof peopl like risk despit trump httpaddr entir stori usa todai
## subject type
## 11069 politicsNews 1
## 30040 News 0
## 24594 News 0
## 36010 politics 0
## 5935 politicsNews 1
## 32530 politics 0library(tm) shuffled_data <- shuffled_data %>%
mutate(
title = title %>%
iconv(from = "latin1", to = "UTF-8", sub = "") %>%
str_trim() %>%
str_to_lower() %>%
str_remove_all("[[:punct:]]") %>%
str_remove_all("[0-9]+") %>%
removeWords(stopwords("en")) %>%
str_replace_all("[^[:alnum:] ]", "") %>%
str_replace_all("\\s+", " "),
text = text %>%
iconv(from = "latin1", to = "UTF-8", sub = "") %>%
str_trim() %>%
str_to_lower() %>%
str_remove_all("[[:punct:]]") %>%
str_remove_all("[0-9]+") %>%
removeWords(stopwords("en")) %>%
str_replace_all("[^[:alnum:] ]", "") %>%
str_replace_all("\\s+", " "),
subject = subject %>%
iconv(from = "latin1", to = "UTF-8", sub = "") %>%
str_trim() %>%
str_to_lower() %>%
str_remove_all("[[:punct:]]") %>%
str_remove_all("[0-9]+") %>%
removeWords(stopwords("en")) %>%
str_replace_all("[^[:alnum:] ]", "") %>%
str_replace_all("\\s+", " ")
)Combine all rows into a single text string and search for word frequency.
library(stringr)
all_text <- str_c(shuffled_data$text, shuffled_data$subject, shuffled_data$title, collapse = " ")
# Split the text into individual words
word_list <- unlist(strsplit(all_text, " "))
# Create a frequency table of words
word_freq <- table(word_list)
word_freq <- sort(word_freq, decreasing = TRUE)
# Plot the word cloud
wordcloud(names(word_freq), freq = word_freq, min.freq = 10,
random.order = FALSE, colors = brewer.pal(8, "Dark2"))## Warning in wordcloud(names(word_freq), freq = word_freq, min.freq = 10, :
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## could not be fit on page. It will not be plotted.library(dplyr)
words_to_remove <- c("said", "president", "us","president","s","trump","will","new","states","t")
# Create pattern and remove words
pattern <- paste0("\\b(", paste(words_to_remove, collapse = "|"),")\\b")
# Apply the pattern-based removal to the specified columns
shuffled_data <- shuffled_data %>%
mutate(
title = str_replace_all(title, pattern, ""),
subject = str_replace_all(subject, pattern, ""),
text = str_replace_all(text, pattern, "")
)# Combine columns into one
shuffled_data$combined <- paste(shuffled_data$title, shuffled_data$text, shuffled_data$subject, sep = " ")
# Process the combined column
split_combined <- strsplit(shuffled_data$combined, " ")
balanced_combined <- do.call(rbind, lapply(split_combined, function(x) {
length(x) <- max(lengths(split_combined))
return(x)
}))
balanced_combined <- as.data.frame(balanced_combined)
colnames(balanced_combined) <- paste0("word", 1:ncol(balanced_combined))
# Add the label column back
balanced_combined$type <- shuffled_data$type
head(balanced_combined)## word1 word2 word3 word4 word5 word6 word7 word8 word9
## 1 biden see grow progress battl islam state baltimor reuter
## 2 pictur emerg everyon ever known ted cruz grew hate
## 3 watch whoopi goldberg joi behar wreck republican attempt kill
## 4 actor rob low blast greedi socialist berni sander alwai
## 5 sign order tighter vet prevent terror washington reuter
## 6 usa todai caught fabric stori innoc dreamer deport truth
## word10 word11 word12 word13 word14 word15 word16 word17 word18
## 1 led battl islam state milit control part iraq syria
## 2 gut sen ted cruz mai see surg republican primari
## 3 ethic panel hous republican tri pave wai rampant crime
## 4 fun hollywood show conserv side rob low just twitter
## 5 presid donald fridai sign execut order impos
## 6 video fake push leftist agenda read usa todai
## word19 word20 word21 word22 word23 word24 word25 word26 word27
## 1 gain steam show progress year end vice presid
## 2 probabl just voter don know well enough yet ever
## 3 corrupt vote gut offic congression ethic secret meet ladi
## 4 bash socialist whack job berni sander good stuff actor
## 5 tighter vet prevent foreign terrorist enter unit state establish
## 6 report juan manuel mont deport might believ headlin first
## word28 word29 word30 word31 word32 word33 word34 word35 word36
## 1 joe biden thursdai biden tout recent success effort
## 2 unlik person run presid hard press find just ask
## 3 view absolut httpaddr mondai night republican lawmak vote strip
## 4 rob low invok west wing charact sam seaborn blast
## 5 vet measur keep radic islam terrorist unit state
## 6 protect dreamer deport usa todai report tuesdai illeg
## word37 word38 word39 word40 word41 word42 word43 word44 word45
## 1 back iraqi troop islam state iraq part broad defens
## 2 anyon liter anyon ever misfortun know ted cruz person
## 3 power independ non partisan panel forc refer investig hous
## 4 democrat presidenti candid berni sander commun style mondai night
## 5 america pentagon ceremoni want admit countri
## 6 immigr protect barack obama amnesti deport februari spend even
## word46 word47 word48 word49 word50 word51 word52 word53
## 1 obama administr foreign polici promis ramadi watch happen
## 2 httpaddr surpris democrat view cruz right wing polici
## 3 ethic committe gop control republican gave abil kill
## 4 cnn democrat town httpaddr sander attack wall street
## 5 support countri love deepli peopl also
## 6 girlfriend howev depart homeland secur spokesman told daili
## word54 word55 word56 word57 word58 word59 word60 word61 word62
## 1 now raqqa syria happen mosul iraq end year told
## 2 moral abhorr intellectu idiot member parti sound alarm well
## 3 investig even bar panel report crime law httpaddr move
## 4 corpor greed reckless warn wealthi pai tax presid watch
## 5 sign order begin rebuild militari develop plan
## 6 caller stori fals juan manuel mont bojorquez receiv amnesti
## word63 word64 word65 word66 word67 word68 word69 word70
## 1 hous repres democrat baltimor three dai retreat iraqi
## 2 week former presidenti candid bob dole broke rank
## 3 gener nation outrag includ whoopi goldberg joi behar
## 4 berni sander hector yell sai go rais tax
## 5 plane ship resourc tool men
## 6 caught climb border fenc detain conserv treehouseth usa
## word71 word72 word73 word74 word75 word76 word77
## 1 forc boost train evict insurg larg part
## 2 publicli went cruz drop uncomfort truth bomb
## 3 rip republican httpaddr hous republican appar
## 4 interest wai commun mr lowetweet httpaddr million
## 5 women uniform politicsnews <NA> <NA> <NA> <NA>
## 6 todai stori bojorquez numbr apprehend custom
## word78 word79 word80 word81 word82 word83 word84 word85 word86
## 1 ramadi lead specul success elsewher islam state ve taken
## 2 question allegi parti mr dole mr cruz don
## 3 insist can polic goldberg remark promis drain swamp
## 4 httpaddr prompt ask mr low west wing charact democrat
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 border protect cbp agent wait car ride pick httpaddr
## word87 word88 word89 word90 word91 word92 word93 word94 word95
## 1 back collect numbr percent territori occupi biden white
## 2 know often ve heard sai word republican often instead
## 3 now stuck joi behar chime salvo first congression ethic
## 4 deputi white hous commun director advis mr sander instead
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 articl told offic left wallet friend car didn id
## word96 word97 word98 word99 word100 word101 word102 word103
## 1 hous spokesman josh earnest ask biden remark
## 2 mr cruz word conserv mr dole
## 3 oxymoron behar began particularli congress sort like slipperi
## 4 sai modul senat mr lowewrot link clip show
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 proof defer action childhood arriv daca statu deport
## word104 word105 word106 word107 word108 word109 word110 word111
## 1 yet heard ad obvious re go need get
## 2 offer differ word mr cruz extremist don know
## 3 slope toward dictatorship know first re go secret
## 4 charact took issu peopl side push increas tax
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 within three hour back mexico becom first undocu
## word112 word113 word114 word115 word116 word117 word118 word119 word120
## 1 isil leader mosul raqqa signific task know ve dug
## 2 go deal congress nobodi like dole bit kind
## 3 re go polic re go know bad thing re
## 4 countri highest earner cnn report talk polici talk rhetor
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 immigr activ daca statu deport administr step deport
## word121 word122 word123 word124 word125 word126 word127 word128 word129
## 1 citi now mean go hard dig isil acronym refer
## 2 cruz though allegi isn republican conserv ted cruz man
## 3 re go keep quiet scari sunni hostin read donald
## 4 men work need dial five mr low sai httpaddr
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 polici usa todai report httpaddr administr
## word130 word131 word132 word133 word134 word135 word136 word137
## 1 islam state democrat vice presid attribut recent success
## 2 almost unilater orchestr govern shutdown prove insan polit
## 3 pathet respons problem republican make first
## 4 wt politics <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 continu honor numbr numbr illeg immigr receiv daca
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## word547 word548 word549 word550 word551 word552 word553 word554 word555
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
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## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
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## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word907 word908 word909 word910 word911 word912 word913 word914 word915
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word916 word917 word918 word919 word920 word921 word922 word923 word924
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word925 word926 word927 word928 word929 word930 word931 word932 word933
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word934 word935 word936 word937 word938 word939 word940 word941 word942
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word943 word944 word945 word946 word947 word948 word949 word950 word951
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word952 word953 word954 word955 word956 word957 word958 word959 word960
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word961 word962 word963 word964 word965 word966 word967 word968 word969
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word970 word971 word972 word973 word974 word975 word976 word977 word978
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word979 word980 word981 word982 word983 word984 word985 word986 word987
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word988 word989 word990 word991 word992 word993 word994 word995 word996
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word997 word998 word999 word1000 word1001 word1002 word1003 word1004 word1005
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1006 word1007 word1008 word1009 word1010 word1011 word1012 word1013
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1014 word1015 word1016 word1017 word1018 word1019 word1020 word1021
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1022 word1023 word1024 word1025 word1026 word1027 word1028 word1029
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1030 word1031 word1032 word1033 word1034 word1035 word1036 word1037
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1038 word1039 word1040 word1041 word1042 word1043 word1044 word1045
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1046 word1047 word1048 word1049 word1050 word1051 word1052 word1053
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1054 word1055 word1056 word1057 word1058 word1059 word1060 word1061
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1062 word1063 word1064 word1065 word1066 word1067 word1068 word1069
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1070 word1071 word1072 word1073 word1074 word1075 word1076 word1077
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1078 word1079 word1080 word1081 word1082 word1083 word1084 word1085
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1086 word1087 word1088 word1089 word1090 word1091 word1092 word1093
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1094 word1095 word1096 word1097 word1098 word1099 word1100 word1101
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1102 word1103 word1104 word1105 word1106 word1107 word1108 word1109
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1110 word1111 word1112 word1113 word1114 word1115 word1116 word1117
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1118 word1119 word1120 word1121 word1122 word1123 word1124 word1125
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1126 word1127 word1128 word1129 word1130 word1131 word1132 word1133
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1134 word1135 word1136 word1137 word1138 word1139 word1140 word1141
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1142 word1143 word1144 word1145 word1146 word1147 word1148 word1149
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1150 word1151 word1152 word1153 word1154 word1155 word1156 word1157
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1158 word1159 word1160 word1161 word1162 word1163 word1164 word1165
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1166 word1167 word1168 word1169 word1170 word1171 word1172 word1173
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1174 word1175 word1176 word1177 word1178 word1179 word1180 word1181
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1182 word1183 word1184 word1185 word1186 word1187 word1188 word1189
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1190 word1191 word1192 word1193 word1194 word1195 word1196 word1197
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1198 word1199 word1200 word1201 word1202 word1203 word1204 word1205
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1206 word1207 word1208 word1209 word1210 word1211 word1212 word1213
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1214 word1215 word1216 word1217 word1218 word1219 word1220 word1221
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1222 word1223 word1224 word1225 word1226 word1227 word1228 word1229
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1230 word1231 word1232 word1233 word1234 word1235 word1236 word1237
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1238 word1239 word1240 word1241 word1242 word1243 word1244 word1245
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1246 word1247 word1248 word1249 word1250 word1251 word1252 word1253
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1254 word1255 word1256 word1257 word1258 word1259 word1260 word1261
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1262 word1263 word1264 word1265 word1266 word1267 word1268 word1269
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1270 word1271 word1272 word1273 word1274 word1275 word1276 word1277
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1278 word1279 word1280 word1281 word1282 word1283 word1284 word1285
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1286 word1287 word1288 word1289 word1290 word1291 word1292 word1293
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1294 word1295 word1296 word1297 word1298 word1299 word1300 word1301
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1302 word1303 word1304 word1305 word1306 word1307 word1308 word1309
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1310 word1311 word1312 word1313 word1314 word1315 word1316 word1317
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1318 word1319 word1320 word1321 word1322 word1323 word1324 word1325
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1326 word1327 word1328 word1329 word1330 word1331 word1332 word1333
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1334 word1335 word1336 word1337 word1338 word1339 word1340 word1341
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1342 word1343 word1344 word1345 word1346 word1347 word1348 word1349
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1350 word1351 word1352 word1353 word1354 word1355 word1356 word1357
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1358 word1359 word1360 word1361 word1362 word1363 word1364 word1365
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1366 word1367 word1368 word1369 word1370 word1371 word1372 word1373
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1374 word1375 word1376 word1377 word1378 word1379 word1380 word1381
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1382 word1383 word1384 word1385 word1386 word1387 word1388 word1389
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1390 word1391 word1392 word1393 word1394 word1395 word1396 word1397
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1398 word1399 word1400 word1401 word1402 word1403 word1404 word1405
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1406 word1407 word1408 word1409 word1410 word1411 word1412 word1413
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1414 word1415 word1416 word1417 word1418 word1419 word1420 word1421
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1422 word1423 word1424 word1425 word1426 word1427 word1428 word1429
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1430 word1431 word1432 word1433 word1434 word1435 word1436 word1437
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1438 word1439 word1440 word1441 word1442 word1443 word1444 word1445
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1446 word1447 word1448 word1449 word1450 word1451 word1452 word1453
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1454 word1455 word1456 word1457 word1458 word1459 word1460 word1461
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1462 word1463 word1464 word1465 word1466 word1467 word1468 word1469
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1470 word1471 word1472 word1473 word1474 word1475 word1476 word1477
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1478 word1479 word1480 word1481 word1482 word1483 word1484 word1485
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1486 word1487 word1488 word1489 word1490 word1491 word1492 word1493
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1494 word1495 word1496 word1497 word1498 word1499 word1500 word1501
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1502 word1503 word1504 word1505 word1506 word1507 word1508 word1509
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1510 word1511 word1512 word1513 word1514 word1515 word1516 word1517
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1518 word1519 word1520 word1521 word1522 word1523 word1524 word1525
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1526 word1527 word1528 word1529 word1530 word1531 word1532 word1533
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1534 word1535 word1536 word1537 word1538 word1539 word1540 word1541
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1542 word1543 word1544 word1545 word1546 word1547 word1548 word1549
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1550 word1551 word1552 word1553 word1554 word1555 word1556 word1557
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1558 word1559 word1560 word1561 word1562 word1563 word1564 word1565
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1566 word1567 word1568 word1569 word1570 word1571 word1572 word1573
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1574 word1575 word1576 word1577 word1578 word1579 word1580 word1581
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1582 word1583 word1584 word1585 word1586 word1587 word1588 word1589
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1590 word1591 word1592 word1593 word1594 word1595 word1596 word1597
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1598 word1599 word1600 word1601 word1602 word1603 word1604 word1605
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1606 word1607 word1608 word1609 word1610 word1611 word1612 word1613
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1614 word1615 word1616 word1617 word1618 word1619 word1620 word1621
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1622 word1623 word1624 word1625 word1626 word1627 word1628 word1629
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1630 word1631 word1632 word1633 word1634 word1635 word1636 word1637
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1638 word1639 word1640 word1641 word1642 word1643 word1644 word1645
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1646 word1647 word1648 word1649 word1650 word1651 word1652 word1653
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1654 word1655 word1656 word1657 word1658 word1659 word1660 word1661
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1662 word1663 word1664 word1665 word1666 word1667 word1668 word1669
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1670 word1671 word1672 word1673 word1674 word1675 word1676 word1677
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1678 word1679 word1680 word1681 word1682 word1683 word1684 word1685
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1686 word1687 word1688 word1689 word1690 word1691 word1692 word1693
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1694 word1695 word1696 word1697 word1698 word1699 word1700 word1701
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1702 word1703 word1704 word1705 word1706 word1707 word1708 word1709
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1710 word1711 word1712 word1713 word1714 word1715 word1716 word1717
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1718 word1719 word1720 word1721 word1722 word1723 word1724 word1725
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1726 word1727 word1728 word1729 word1730 word1731 word1732 word1733
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1734 word1735 word1736 word1737 word1738 word1739 word1740 word1741
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1742 word1743 word1744 word1745 word1746 word1747 word1748 word1749
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1750 word1751 word1752 word1753 word1754 word1755 word1756 word1757
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1758 word1759 word1760 word1761 word1762 word1763 word1764 word1765
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1766 word1767 word1768 word1769 word1770 word1771 word1772 word1773
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1774 word1775 word1776 word1777 word1778 word1779 word1780 word1781
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1782 word1783 word1784 word1785 word1786 word1787 word1788 word1789
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1790 word1791 word1792 word1793 word1794 word1795 word1796 word1797
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1798 word1799 word1800 word1801 word1802 word1803 word1804 word1805
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1806 word1807 word1808 word1809 word1810 word1811 word1812 word1813
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1814 word1815 word1816 word1817 word1818 word1819 word1820 word1821
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1822 word1823 word1824 word1825 word1826 word1827 word1828 word1829
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1830 word1831 word1832 word1833 word1834 word1835 word1836 word1837
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1838 word1839 word1840 word1841 word1842 word1843 word1844 word1845
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1846 word1847 word1848 word1849 word1850 word1851 word1852 word1853
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1854 word1855 word1856 word1857 word1858 word1859 word1860 word1861
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1862 word1863 word1864 word1865 word1866 word1867 word1868 word1869
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1870 word1871 word1872 word1873 word1874 word1875 word1876 word1877
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1878 word1879 word1880 word1881 word1882 word1883 word1884 word1885
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1886 word1887 word1888 word1889 word1890 word1891 word1892 word1893
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1894 word1895 word1896 word1897 word1898 word1899 word1900 word1901
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1902 word1903 word1904 word1905 word1906 word1907 word1908 word1909
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1910 word1911 word1912 word1913 word1914 word1915 word1916 word1917
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1918 word1919 word1920 word1921 word1922 word1923 word1924 word1925
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1926 word1927 word1928 word1929 word1930 word1931 word1932 word1933
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1934 word1935 word1936 word1937 word1938 word1939 word1940 word1941
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1942 word1943 word1944 word1945 word1946 word1947 word1948 word1949
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1950 word1951 word1952 word1953 word1954 word1955 word1956 word1957
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1958 word1959 word1960 word1961 word1962 word1963 word1964 word1965
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1966 word1967 word1968 word1969 word1970 word1971 word1972 word1973
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1974 word1975 word1976 word1977 word1978 word1979 word1980 word1981
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1982 word1983 word1984 word1985 word1986 word1987 word1988 word1989
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1990 word1991 word1992 word1993 word1994 word1995 word1996 word1997
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word1998 word1999 word2000 word2001 word2002 word2003 word2004 word2005
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2006 word2007 word2008 word2009 word2010 word2011 word2012 word2013
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2014 word2015 word2016 word2017 word2018 word2019 word2020 word2021
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2022 word2023 word2024 word2025 word2026 word2027 word2028 word2029
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2030 word2031 word2032 word2033 word2034 word2035 word2036 word2037
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2038 word2039 word2040 word2041 word2042 word2043 word2044 word2045
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2046 word2047 word2048 word2049 word2050 word2051 word2052 word2053
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2054 word2055 word2056 word2057 word2058 word2059 word2060 word2061
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2062 word2063 word2064 word2065 word2066 word2067 word2068 word2069
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2070 word2071 word2072 word2073 word2074 word2075 word2076 word2077
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2078 word2079 word2080 word2081 word2082 word2083 word2084 word2085
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2086 word2087 word2088 word2089 word2090 word2091 word2092 word2093
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2094 word2095 word2096 word2097 word2098 word2099 word2100 word2101
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2102 word2103 word2104 word2105 word2106 word2107 word2108 word2109
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2110 word2111 word2112 word2113 word2114 word2115 word2116 word2117
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2118 word2119 word2120 word2121 word2122 word2123 word2124 word2125
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2126 word2127 word2128 word2129 word2130 word2131 word2132 word2133
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2134 word2135 word2136 word2137 word2138 word2139 word2140 word2141
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2142 word2143 word2144 word2145 word2146 word2147 word2148 word2149
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2150 word2151 word2152 word2153 word2154 word2155 word2156 word2157
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2158 word2159 word2160 word2161 word2162 word2163 word2164 word2165
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2166 word2167 word2168 word2169 word2170 word2171 word2172 word2173
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2174 word2175 word2176 word2177 word2178 word2179 word2180 word2181
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2182 word2183 word2184 word2185 word2186 word2187 word2188 word2189
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2190 word2191 word2192 word2193 word2194 word2195 word2196 word2197
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2198 word2199 word2200 word2201 word2202 word2203 word2204 word2205
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2206 word2207 word2208 word2209 word2210 word2211 word2212 word2213
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2214 word2215 word2216 word2217 word2218 word2219 word2220 word2221
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2222 word2223 word2224 word2225 word2226 word2227 word2228 word2229
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2230 word2231 word2232 word2233 word2234 word2235 word2236 word2237
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2238 word2239 word2240 word2241 word2242 word2243 word2244 word2245
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2246 word2247 word2248 word2249 word2250 word2251 word2252 word2253
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2254 word2255 word2256 word2257 word2258 word2259 word2260 word2261
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2262 word2263 word2264 word2265 word2266 word2267 word2268 word2269
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2270 word2271 word2272 word2273 word2274 word2275 word2276 word2277
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2278 word2279 word2280 word2281 word2282 word2283 word2284 word2285
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2286 word2287 word2288 word2289 word2290 word2291 word2292 word2293
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2294 word2295 word2296 word2297 word2298 word2299 word2300 word2301
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2302 word2303 word2304 word2305 word2306 word2307 word2308 word2309
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2310 word2311 word2312 word2313 word2314 word2315 word2316 word2317
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2318 word2319 word2320 word2321 word2322 word2323 word2324 word2325
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2326 word2327 word2328 word2329 word2330 word2331 word2332 word2333
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2334 word2335 word2336 word2337 word2338 word2339 word2340 word2341
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2342 word2343 word2344 word2345 word2346 word2347 word2348 word2349
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2350 word2351 word2352 word2353 word2354 word2355 word2356 word2357
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2358 word2359 word2360 word2361 word2362 word2363 word2364 word2365
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2366 word2367 word2368 word2369 word2370 word2371 word2372 word2373
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2374 word2375 word2376 word2377 word2378 word2379 word2380 word2381
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2382 word2383 word2384 word2385 word2386 word2387 word2388 word2389
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2390 word2391 word2392 word2393 word2394 word2395 word2396 word2397
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2398 word2399 word2400 word2401 word2402 word2403 word2404 word2405
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2406 word2407 word2408 word2409 word2410 word2411 word2412 word2413
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2414 word2415 word2416 word2417 word2418 word2419 word2420 word2421
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2422 word2423 word2424 word2425 word2426 word2427 word2428 word2429
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2430 word2431 word2432 word2433 word2434 word2435 word2436 word2437
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2438 word2439 word2440 word2441 word2442 word2443 word2444 word2445
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2446 word2447 word2448 word2449 word2450 word2451 word2452 word2453
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2454 word2455 word2456 word2457 word2458 word2459 word2460 word2461
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2462 word2463 word2464 word2465 word2466 word2467 word2468 word2469
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2470 word2471 word2472 word2473 word2474 word2475 word2476 word2477
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2478 word2479 word2480 word2481 word2482 word2483 word2484 word2485
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2486 word2487 word2488 word2489 word2490 word2491 word2492 word2493
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2494 word2495 word2496 word2497 word2498 word2499 word2500 word2501
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2502 word2503 word2504 word2505 word2506 word2507 word2508 word2509
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2510 word2511 word2512 word2513 word2514 word2515 word2516 word2517
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2518 word2519 word2520 word2521 word2522 word2523 word2524 word2525
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2526 word2527 word2528 word2529 word2530 word2531 word2532 word2533
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2534 word2535 word2536 word2537 word2538 word2539 word2540 word2541
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2542 word2543 word2544 word2545 word2546 word2547 word2548 word2549
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2550 word2551 word2552 word2553 word2554 word2555 word2556 word2557
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2558 word2559 word2560 word2561 word2562 word2563 word2564 word2565
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2566 word2567 word2568 word2569 word2570 word2571 word2572 word2573
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2574 word2575 word2576 word2577 word2578 word2579 word2580 word2581
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2582 word2583 word2584 word2585 word2586 word2587 word2588 word2589
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2590 word2591 word2592 word2593 word2594 word2595 word2596 word2597
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2598 word2599 word2600 word2601 word2602 word2603 word2604 word2605
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2606 word2607 word2608 word2609 word2610 word2611 word2612 word2613
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2614 word2615 word2616 word2617 word2618 word2619 word2620 word2621
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2622 word2623 word2624 word2625 word2626 word2627 word2628 word2629
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2630 word2631 word2632 word2633 word2634 word2635 word2636 word2637
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2638 word2639 word2640 word2641 word2642 word2643 word2644 word2645
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2646 word2647 word2648 word2649 word2650 word2651 word2652 word2653
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2654 word2655 word2656 word2657 word2658 word2659 word2660 word2661
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2662 word2663 word2664 word2665 word2666 word2667 word2668 word2669
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2670 word2671 word2672 word2673 word2674 word2675 word2676 word2677
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2678 word2679 word2680 word2681 word2682 word2683 word2684 word2685
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2686 word2687 word2688 word2689 word2690 word2691 word2692 word2693
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2694 word2695 word2696 word2697 word2698 word2699 word2700 word2701
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2702 word2703 word2704 word2705 word2706 word2707 word2708 word2709
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2710 word2711 word2712 word2713 word2714 word2715 word2716 word2717
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2718 word2719 word2720 word2721 word2722 word2723 word2724 word2725
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2726 word2727 word2728 word2729 word2730 word2731 word2732 word2733
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2734 word2735 word2736 word2737 word2738 word2739 word2740 word2741
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2742 word2743 word2744 word2745 word2746 word2747 word2748 word2749
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2750 word2751 word2752 word2753 word2754 word2755 word2756 word2757
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2758 word2759 word2760 word2761 word2762 word2763 word2764 word2765
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2766 word2767 word2768 word2769 word2770 word2771 word2772 word2773
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2774 word2775 word2776 word2777 word2778 word2779 word2780 word2781
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2782 word2783 word2784 word2785 word2786 word2787 word2788 word2789
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2790 word2791 word2792 word2793 word2794 word2795 word2796 word2797
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2798 word2799 word2800 word2801 word2802 word2803 word2804 word2805
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2806 word2807 word2808 word2809 word2810 word2811 word2812 word2813
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2814 word2815 word2816 word2817 word2818 word2819 word2820 word2821
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2822 word2823 word2824 word2825 word2826 word2827 word2828 word2829
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2830 word2831 word2832 word2833 word2834 word2835 word2836 word2837
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2838 word2839 word2840 word2841 word2842 word2843 word2844 word2845
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2846 word2847 word2848 word2849 word2850 word2851 word2852 word2853
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2854 word2855 word2856 word2857 word2858 word2859 word2860 word2861
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2862 word2863 word2864 word2865 word2866 word2867 word2868 word2869
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2870 word2871 word2872 word2873 word2874 word2875 word2876 word2877
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2878 word2879 word2880 word2881 word2882 word2883 word2884 word2885
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2886 word2887 word2888 word2889 word2890 word2891 word2892 word2893
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2894 word2895 word2896 word2897 word2898 word2899 word2900 word2901
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2902 word2903 word2904 word2905 word2906 word2907 word2908 word2909
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2910 word2911 word2912 word2913 word2914 word2915 word2916 word2917
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2918 word2919 word2920 word2921 word2922 word2923 word2924 word2925
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2926 word2927 word2928 word2929 word2930 word2931 word2932 word2933
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2934 word2935 word2936 word2937 word2938 word2939 word2940 word2941
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2942 word2943 word2944 word2945 word2946 word2947 word2948 word2949
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2950 word2951 word2952 word2953 word2954 word2955 word2956 word2957
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2958 word2959 word2960 word2961 word2962 word2963 word2964 word2965
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2966 word2967 word2968 word2969 word2970 word2971 word2972 word2973
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2974 word2975 word2976 word2977 word2978 word2979 word2980 word2981
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2982 word2983 word2984 word2985 word2986 word2987 word2988 word2989
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2990 word2991 word2992 word2993 word2994 word2995 word2996 word2997
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word2998 word2999 word3000 word3001 word3002 word3003 word3004 word3005
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3006 word3007 word3008 word3009 word3010 word3011 word3012 word3013
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3014 word3015 word3016 word3017 word3018 word3019 word3020 word3021
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3022 word3023 word3024 word3025 word3026 word3027 word3028 word3029
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3030 word3031 word3032 word3033 word3034 word3035 word3036 word3037
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3038 word3039 word3040 word3041 word3042 word3043 word3044 word3045
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3046 word3047 word3048 word3049 word3050 word3051 word3052 word3053
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3054 word3055 word3056 word3057 word3058 word3059 word3060 word3061
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3062 word3063 word3064 word3065 word3066 word3067 word3068 word3069
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3070 word3071 word3072 word3073 word3074 word3075 word3076 word3077
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3078 word3079 word3080 word3081 word3082 word3083 word3084 word3085
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3086 word3087 word3088 word3089 word3090 word3091 word3092 word3093
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3094 word3095 word3096 word3097 word3098 word3099 word3100 word3101
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3102 word3103 word3104 word3105 word3106 word3107 word3108 word3109
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3110 word3111 word3112 word3113 word3114 word3115 word3116 word3117
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3118 word3119 word3120 word3121 word3122 word3123 word3124 word3125
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3126 word3127 word3128 word3129 word3130 word3131 word3132 word3133
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3134 word3135 word3136 word3137 word3138 word3139 word3140 word3141
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3142 word3143 word3144 word3145 word3146 word3147 word3148 word3149
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3150 word3151 word3152 word3153 word3154 word3155 word3156 word3157
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3158 word3159 word3160 word3161 word3162 word3163 word3164 word3165
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3166 word3167 word3168 word3169 word3170 word3171 word3172 word3173
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3174 word3175 word3176 word3177 word3178 word3179 word3180 word3181
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3182 word3183 word3184 word3185 word3186 word3187 word3188 word3189
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3190 word3191 word3192 word3193 word3194 word3195 word3196 word3197
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3198 word3199 word3200 word3201 word3202 word3203 word3204 word3205
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3206 word3207 word3208 word3209 word3210 word3211 word3212 word3213
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3214 word3215 word3216 word3217 word3218 word3219 word3220 word3221
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3222 word3223 word3224 word3225 word3226 word3227 word3228 word3229
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3230 word3231 word3232 word3233 word3234 word3235 word3236 word3237
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3238 word3239 word3240 word3241 word3242 word3243 word3244 word3245
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3246 word3247 word3248 word3249 word3250 word3251 word3252 word3253
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3254 word3255 word3256 word3257 word3258 word3259 word3260 word3261
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3262 word3263 word3264 word3265 word3266 word3267 word3268 word3269
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## word3270 type
## 1 <NA> 1
## 2 <NA> 0
## 3 <NA> 0
## 4 <NA> 0
## 5 <NA> 1
## 6 <NA> 0# Reorder columns by moving 'type' to the first position
balanced_combined <- balanced_combined[c("type", setdiff(colnames(balanced_combined), "type"))]
# Check the new column order
colnames(balanced_combined)## [1] "type" "word1" "word2" "word3" "word4" "word5"
## [7] "word6" "word7" "word8" "word9" "word10" "word11"
## [13] "word12" "word13" "word14" "word15" "word16" "word17"
## [19] "word18" "word19" "word20" "word21" "word22" "word23"
## [25] "word24" "word25" "word26" "word27" "word28" "word29"
## [31] "word30" "word31" "word32" "word33" "word34" "word35"
## [37] "word36" "word37" "word38" "word39" "word40" "word41"
## [43] "word42" "word43" "word44" "word45" "word46" "word47"
## [49] "word48" "word49" "word50" "word51" "word52" "word53"
## [55] "word54" "word55" "word56" "word57" "word58" "word59"
## [61] "word60" "word61" "word62" "word63" "word64" "word65"
## [67] "word66" "word67" "word68" "word69" "word70" "word71"
## [73] "word72" "word73" "word74" "word75" "word76" "word77"
## [79] "word78" "word79" "word80" "word81" "word82" "word83"
## [85] "word84" "word85" "word86" "word87" "word88" "word89"
## [91] "word90" "word91" "word92" "word93" "word94" "word95"
## [97] "word96" "word97" "word98" "word99" "word100" "word101"
## [103] "word102" "word103" "word104" "word105" "word106" "word107"
## [109] "word108" "word109" "word110" "word111" "word112" "word113"
## [115] "word114" "word115" "word116" "word117" "word118" "word119"
## [121] "word120" "word121" "word122" "word123" "word124" "word125"
## [127] "word126" "word127" "word128" "word129" "word130" "word131"
## [133] "word132" "word133" "word134" "word135" "word136" "word137"
## [139] "word138" "word139" "word140" "word141" "word142" "word143"
## [145] "word144" "word145" "word146" "word147" "word148" "word149"
## [151] "word150" "word151" "word152" "word153" "word154" "word155"
## [157] "word156" "word157" "word158" "word159" "word160" "word161"
## [163] "word162" "word163" "word164" "word165" "word166" "word167"
## [169] "word168" "word169" "word170" "word171" "word172" "word173"
## [175] "word174" "word175" "word176" "word177" "word178" "word179"
## [181] "word180" "word181" "word182" "word183" "word184" "word185"
## [187] "word186" "word187" "word188" "word189" "word190" "word191"
## [193] "word192" "word193" "word194" "word195" "word196" "word197"
## [199] "word198" "word199" "word200" "word201" "word202" "word203"
## [205] "word204" "word205" "word206" "word207" "word208" "word209"
## [211] "word210" "word211" "word212" "word213" "word214" "word215"
## [217] "word216" "word217" "word218" "word219" "word220" "word221"
## [223] "word222" "word223" "word224" "word225" "word226" "word227"
## [229] "word228" "word229" "word230" "word231" "word232" "word233"
## [235] "word234" "word235" "word236" "word237" "word238" "word239"
## [241] "word240" "word241" "word242" "word243" "word244" "word245"
## [247] "word246" "word247" "word248" "word249" "word250" "word251"
## [253] "word252" "word253" "word254" "word255" "word256" "word257"
## [259] "word258" "word259" "word260" "word261" "word262" "word263"
## [265] "word264" "word265" "word266" "word267" "word268" "word269"
## [271] "word270" "word271" "word272" "word273" "word274" "word275"
## [277] "word276" "word277" "word278" "word279" "word280" "word281"
## [283] "word282" "word283" "word284" "word285" "word286" "word287"
## [289] "word288" "word289" "word290" "word291" "word292" "word293"
## [295] "word294" "word295" "word296" "word297" "word298" "word299"
## [301] "word300" "word301" "word302" "word303" "word304" "word305"
## [307] "word306" "word307" "word308" "word309" "word310" "word311"
## [313] "word312" "word313" "word314" "word315" "word316" "word317"
## [319] "word318" "word319" "word320" "word321" "word322" "word323"
## [325] "word324" "word325" "word326" "word327" "word328" "word329"
## [331] "word330" "word331" "word332" "word333" "word334" "word335"
## [337] "word336" "word337" "word338" "word339" "word340" "word341"
## [343] "word342" "word343" "word344" "word345" "word346" "word347"
## [349] "word348" "word349" "word350" "word351" "word352" "word353"
## [355] "word354" "word355" "word356" "word357" "word358" "word359"
## [361] "word360" "word361" "word362" "word363" "word364" "word365"
## [367] "word366" "word367" "word368" "word369" "word370" "word371"
## [373] "word372" "word373" "word374" "word375" "word376" "word377"
## [379] "word378" "word379" "word380" "word381" "word382" "word383"
## [385] "word384" "word385" "word386" "word387" "word388" "word389"
## [391] "word390" "word391" "word392" "word393" "word394" "word395"
## [397] "word396" "word397" "word398" "word399" "word400" "word401"
## [403] "word402" "word403" "word404" "word405" "word406" "word407"
## [409] "word408" "word409" "word410" "word411" "word412" "word413"
## [415] "word414" "word415" "word416" "word417" "word418" "word419"
## [421] "word420" "word421" "word422" "word423" "word424" "word425"
## [427] "word426" "word427" "word428" "word429" "word430" "word431"
## [433] "word432" "word433" "word434" "word435" "word436" "word437"
## [439] "word438" "word439" "word440" "word441" "word442" "word443"
## [445] "word444" "word445" "word446" "word447" "word448" "word449"
## [451] "word450" "word451" "word452" "word453" "word454" "word455"
## [457] "word456" "word457" "word458" "word459" "word460" "word461"
## [463] "word462" "word463" "word464" "word465" "word466" "word467"
## [469] "word468" "word469" "word470" "word471" "word472" "word473"
## [475] "word474" "word475" "word476" "word477" "word478" "word479"
## [481] "word480" "word481" "word482" "word483" "word484" "word485"
## [487] "word486" "word487" "word488" "word489" "word490" "word491"
## [493] "word492" "word493" "word494" "word495" "word496" "word497"
## [499] "word498" "word499" "word500" "word501" "word502" "word503"
## [505] "word504" "word505" "word506" "word507" "word508" "word509"
## [511] "word510" "word511" "word512" "word513" "word514" "word515"
## [517] "word516" "word517" "word518" "word519" "word520" "word521"
## [523] "word522" "word523" "word524" "word525" "word526" "word527"
## [529] "word528" "word529" "word530" "word531" "word532" "word533"
## [535] "word534" "word535" "word536" "word537" "word538" "word539"
## [541] "word540" "word541" "word542" "word543" "word544" "word545"
## [547] "word546" "word547" "word548" "word549" "word550" "word551"
## [553] "word552" "word553" "word554" "word555" "word556" "word557"
## [559] "word558" "word559" "word560" "word561" "word562" "word563"
## [565] "word564" "word565" "word566" "word567" "word568" "word569"
## [571] "word570" "word571" "word572" "word573" "word574" "word575"
## [577] "word576" "word577" "word578" "word579" "word580" "word581"
## [583] "word582" "word583" "word584" "word585" "word586" "word587"
## [589] "word588" "word589" "word590" "word591" "word592" "word593"
## [595] "word594" "word595" "word596" "word597" "word598" "word599"
## [601] "word600" "word601" "word602" "word603" "word604" "word605"
## [607] "word606" "word607" "word608" "word609" "word610" "word611"
## [613] "word612" "word613" "word614" "word615" "word616" "word617"
## [619] "word618" "word619" "word620" "word621" "word622" "word623"
## [625] "word624" "word625" "word626" "word627" "word628" "word629"
## [631] "word630" "word631" "word632" "word633" "word634" "word635"
## [637] "word636" "word637" "word638" "word639" "word640" "word641"
## [643] "word642" "word643" "word644" "word645" "word646" "word647"
## [649] "word648" "word649" "word650" "word651" "word652" "word653"
## [655] "word654" "word655" "word656" "word657" "word658" "word659"
## [661] "word660" "word661" "word662" "word663" "word664" "word665"
## [667] "word666" "word667" "word668" "word669" "word670" "word671"
## [673] "word672" "word673" "word674" "word675" "word676" "word677"
## [679] "word678" "word679" "word680" "word681" "word682" "word683"
## [685] "word684" "word685" "word686" "word687" "word688" "word689"
## [691] "word690" "word691" "word692" "word693" "word694" "word695"
## [697] "word696" "word697" "word698" "word699" "word700" "word701"
## [703] "word702" "word703" "word704" "word705" "word706" "word707"
## [709] "word708" "word709" "word710" "word711" "word712" "word713"
## [715] "word714" "word715" "word716" "word717" "word718" "word719"
## [721] "word720" "word721" "word722" "word723" "word724" "word725"
## [727] "word726" "word727" "word728" "word729" "word730" "word731"
## [733] "word732" "word733" "word734" "word735" "word736" "word737"
## [739] "word738" "word739" "word740" "word741" "word742" "word743"
## [745] "word744" "word745" "word746" "word747" "word748" "word749"
## [751] "word750" "word751" "word752" "word753" "word754" "word755"
## [757] "word756" "word757" "word758" "word759" "word760" "word761"
## [763] "word762" "word763" "word764" "word765" "word766" "word767"
## [769] "word768" "word769" "word770" "word771" "word772" "word773"
## [775] "word774" "word775" "word776" "word777" "word778" "word779"
## [781] "word780" "word781" "word782" "word783" "word784" "word785"
## [787] "word786" "word787" "word788" "word789" "word790" "word791"
## [793] "word792" "word793" "word794" "word795" "word796" "word797"
## [799] "word798" "word799" "word800" "word801" "word802" "word803"
## [805] "word804" "word805" "word806" "word807" "word808" "word809"
## [811] "word810" "word811" "word812" "word813" "word814" "word815"
## [817] "word816" "word817" "word818" "word819" "word820" "word821"
## [823] "word822" "word823" "word824" "word825" "word826" "word827"
## [829] "word828" "word829" "word830" "word831" "word832" "word833"
## [835] "word834" "word835" "word836" "word837" "word838" "word839"
## [841] "word840" "word841" "word842" "word843" "word844" "word845"
## [847] "word846" "word847" "word848" "word849" "word850" "word851"
## [853] "word852" "word853" "word854" "word855" "word856" "word857"
## [859] "word858" "word859" "word860" "word861" "word862" "word863"
## [865] "word864" "word865" "word866" "word867" "word868" "word869"
## [871] "word870" "word871" "word872" "word873" "word874" "word875"
## [877] "word876" "word877" "word878" "word879" "word880" "word881"
## [883] "word882" "word883" "word884" "word885" "word886" "word887"
## [889] "word888" "word889" "word890" "word891" "word892" "word893"
## [895] "word894" "word895" "word896" "word897" "word898" "word899"
## [901] "word900" "word901" "word902" "word903" "word904" "word905"
## [907] "word906" "word907" "word908" "word909" "word910" "word911"
## [913] "word912" "word913" "word914" "word915" "word916" "word917"
## [919] "word918" "word919" "word920" "word921" "word922" "word923"
## [925] "word924" "word925" "word926" "word927" "word928" "word929"
## [931] "word930" "word931" "word932" "word933" "word934" "word935"
## [937] "word936" "word937" "word938" "word939" "word940" "word941"
## [943] "word942" "word943" "word944" "word945" "word946" "word947"
## [949] "word948" "word949" "word950" "word951" "word952" "word953"
## [955] "word954" "word955" "word956" "word957" "word958" "word959"
## [961] "word960" "word961" "word962" "word963" "word964" "word965"
## [967] "word966" "word967" "word968" "word969" "word970" "word971"
## [973] "word972" "word973" "word974" "word975" "word976" "word977"
## [979] "word978" "word979" "word980" "word981" "word982" "word983"
## [985] "word984" "word985" "word986" "word987" "word988" "word989"
## [991] "word990" "word991" "word992" "word993" "word994" "word995"
## [997] "word996" "word997" "word998" "word999" "word1000" "word1001"
## [1003] "word1002" "word1003" "word1004" "word1005" "word1006" "word1007"
## [1009] "word1008" "word1009" "word1010" "word1011" "word1012" "word1013"
## [1015] "word1014" "word1015" "word1016" "word1017" "word1018" "word1019"
## [1021] "word1020" "word1021" "word1022" "word1023" "word1024" "word1025"
## [1027] "word1026" "word1027" "word1028" "word1029" "word1030" "word1031"
## [1033] "word1032" "word1033" "word1034" "word1035" "word1036" "word1037"
## [1039] "word1038" "word1039" "word1040" "word1041" "word1042" "word1043"
## [1045] "word1044" "word1045" "word1046" "word1047" "word1048" "word1049"
## [1051] "word1050" "word1051" "word1052" "word1053" "word1054" "word1055"
## [1057] "word1056" "word1057" "word1058" "word1059" "word1060" "word1061"
## [1063] "word1062" "word1063" "word1064" "word1065" "word1066" "word1067"
## [1069] "word1068" "word1069" "word1070" "word1071" "word1072" "word1073"
## [1075] "word1074" "word1075" "word1076" "word1077" "word1078" "word1079"
## [1081] "word1080" "word1081" "word1082" "word1083" "word1084" "word1085"
## [1087] "word1086" "word1087" "word1088" "word1089" "word1090" "word1091"
## [1093] "word1092" "word1093" "word1094" "word1095" "word1096" "word1097"
## [1099] "word1098" "word1099" "word1100" "word1101" "word1102" "word1103"
## [1105] "word1104" "word1105" "word1106" "word1107" "word1108" "word1109"
## [1111] "word1110" "word1111" "word1112" "word1113" "word1114" "word1115"
## [1117] "word1116" "word1117" "word1118" "word1119" "word1120" "word1121"
## [1123] "word1122" "word1123" "word1124" "word1125" "word1126" "word1127"
## [1129] "word1128" "word1129" "word1130" "word1131" "word1132" "word1133"
## [1135] "word1134" "word1135" "word1136" "word1137" "word1138" "word1139"
## [1141] "word1140" "word1141" "word1142" "word1143" "word1144" "word1145"
## [1147] "word1146" "word1147" "word1148" "word1149" "word1150" "word1151"
## [1153] "word1152" "word1153" "word1154" "word1155" "word1156" "word1157"
## [1159] "word1158" "word1159" "word1160" "word1161" "word1162" "word1163"
## [1165] "word1164" "word1165" "word1166" "word1167" "word1168" "word1169"
## [1171] "word1170" "word1171" "word1172" "word1173" "word1174" "word1175"
## [1177] "word1176" "word1177" "word1178" "word1179" "word1180" "word1181"
## [1183] "word1182" "word1183" "word1184" "word1185" "word1186" "word1187"
## [1189] "word1188" "word1189" "word1190" "word1191" "word1192" "word1193"
## [1195] "word1194" "word1195" "word1196" "word1197" "word1198" "word1199"
## [1201] "word1200" "word1201" "word1202" "word1203" "word1204" "word1205"
## [1207] "word1206" "word1207" "word1208" "word1209" "word1210" "word1211"
## [1213] "word1212" "word1213" "word1214" "word1215" "word1216" "word1217"
## [1219] "word1218" "word1219" "word1220" "word1221" "word1222" "word1223"
## [1225] "word1224" "word1225" "word1226" "word1227" "word1228" "word1229"
## [1231] "word1230" "word1231" "word1232" "word1233" "word1234" "word1235"
## [1237] "word1236" "word1237" "word1238" "word1239" "word1240" "word1241"
## [1243] "word1242" "word1243" "word1244" "word1245" "word1246" "word1247"
## [1249] "word1248" "word1249" "word1250" "word1251" "word1252" "word1253"
## [1255] "word1254" "word1255" "word1256" "word1257" "word1258" "word1259"
## [1261] "word1260" "word1261" "word1262" "word1263" "word1264" "word1265"
## [1267] "word1266" "word1267" "word1268" "word1269" "word1270" "word1271"
## [1273] "word1272" "word1273" "word1274" "word1275" "word1276" "word1277"
## [1279] "word1278" "word1279" "word1280" "word1281" "word1282" "word1283"
## [1285] "word1284" "word1285" "word1286" "word1287" "word1288" "word1289"
## [1291] "word1290" "word1291" "word1292" "word1293" "word1294" "word1295"
## [1297] "word1296" "word1297" "word1298" "word1299" "word1300" "word1301"
## [1303] "word1302" "word1303" "word1304" "word1305" "word1306" "word1307"
## [1309] "word1308" "word1309" "word1310" "word1311" "word1312" "word1313"
## [1315] "word1314" "word1315" "word1316" "word1317" "word1318" "word1319"
## [1321] "word1320" "word1321" "word1322" "word1323" "word1324" "word1325"
## [1327] "word1326" "word1327" "word1328" "word1329" "word1330" "word1331"
## [1333] "word1332" "word1333" "word1334" "word1335" "word1336" "word1337"
## [1339] "word1338" "word1339" "word1340" "word1341" "word1342" "word1343"
## [1345] "word1344" "word1345" "word1346" "word1347" "word1348" "word1349"
## [1351] "word1350" "word1351" "word1352" "word1353" "word1354" "word1355"
## [1357] "word1356" "word1357" "word1358" "word1359" "word1360" "word1361"
## [1363] "word1362" "word1363" "word1364" "word1365" "word1366" "word1367"
## [1369] "word1368" "word1369" "word1370" "word1371" "word1372" "word1373"
## [1375] "word1374" "word1375" "word1376" "word1377" "word1378" "word1379"
## [1381] "word1380" "word1381" "word1382" "word1383" "word1384" "word1385"
## [1387] "word1386" "word1387" "word1388" "word1389" "word1390" "word1391"
## [1393] "word1392" "word1393" "word1394" "word1395" "word1396" "word1397"
## [1399] "word1398" "word1399" "word1400" "word1401" "word1402" "word1403"
## [1405] "word1404" "word1405" "word1406" "word1407" "word1408" "word1409"
## [1411] "word1410" "word1411" "word1412" "word1413" "word1414" "word1415"
## [1417] "word1416" "word1417" "word1418" "word1419" "word1420" "word1421"
## [1423] "word1422" "word1423" "word1424" "word1425" "word1426" "word1427"
## [1429] "word1428" "word1429" "word1430" "word1431" "word1432" "word1433"
## [1435] "word1434" "word1435" "word1436" "word1437" "word1438" "word1439"
## [1441] "word1440" "word1441" "word1442" "word1443" "word1444" "word1445"
## [1447] "word1446" "word1447" "word1448" "word1449" "word1450" "word1451"
## [1453] "word1452" "word1453" "word1454" "word1455" "word1456" "word1457"
## [1459] "word1458" "word1459" "word1460" "word1461" "word1462" "word1463"
## [1465] "word1464" "word1465" "word1466" "word1467" "word1468" "word1469"
## [1471] "word1470" "word1471" "word1472" "word1473" "word1474" "word1475"
## [1477] "word1476" "word1477" "word1478" "word1479" "word1480" "word1481"
## [1483] "word1482" "word1483" "word1484" "word1485" "word1486" "word1487"
## [1489] "word1488" "word1489" "word1490" "word1491" "word1492" "word1493"
## [1495] "word1494" "word1495" "word1496" "word1497" "word1498" "word1499"
## [1501] "word1500" "word1501" "word1502" "word1503" "word1504" "word1505"
## [1507] "word1506" "word1507" "word1508" "word1509" "word1510" "word1511"
## [1513] "word1512" "word1513" "word1514" "word1515" "word1516" "word1517"
## [1519] "word1518" "word1519" "word1520" "word1521" "word1522" "word1523"
## [1525] "word1524" "word1525" "word1526" "word1527" "word1528" "word1529"
## [1531] "word1530" "word1531" "word1532" "word1533" "word1534" "word1535"
## [1537] "word1536" "word1537" "word1538" "word1539" "word1540" "word1541"
## [1543] "word1542" "word1543" "word1544" "word1545" "word1546" "word1547"
## [1549] "word1548" "word1549" "word1550" "word1551" "word1552" "word1553"
## [1555] "word1554" "word1555" "word1556" "word1557" "word1558" "word1559"
## [1561] "word1560" "word1561" "word1562" "word1563" "word1564" "word1565"
## [1567] "word1566" "word1567" "word1568" "word1569" "word1570" "word1571"
## [1573] "word1572" "word1573" "word1574" "word1575" "word1576" "word1577"
## [1579] "word1578" "word1579" "word1580" "word1581" "word1582" "word1583"
## [1585] "word1584" "word1585" "word1586" "word1587" "word1588" "word1589"
## [1591] "word1590" "word1591" "word1592" "word1593" "word1594" "word1595"
## [1597] "word1596" "word1597" "word1598" "word1599" "word1600" "word1601"
## [1603] "word1602" "word1603" "word1604" "word1605" "word1606" "word1607"
## [1609] "word1608" "word1609" "word1610" "word1611" "word1612" "word1613"
## [1615] "word1614" "word1615" "word1616" "word1617" "word1618" "word1619"
## [1621] "word1620" "word1621" "word1622" "word1623" "word1624" "word1625"
## [1627] "word1626" "word1627" "word1628" "word1629" "word1630" "word1631"
## [1633] "word1632" "word1633" "word1634" "word1635" "word1636" "word1637"
## [1639] "word1638" "word1639" "word1640" "word1641" "word1642" "word1643"
## [1645] "word1644" "word1645" "word1646" "word1647" "word1648" "word1649"
## [1651] "word1650" "word1651" "word1652" "word1653" "word1654" "word1655"
## [1657] "word1656" "word1657" "word1658" "word1659" "word1660" "word1661"
## [1663] "word1662" "word1663" "word1664" "word1665" "word1666" "word1667"
## [1669] "word1668" "word1669" "word1670" "word1671" "word1672" "word1673"
## [1675] "word1674" "word1675" "word1676" "word1677" "word1678" "word1679"
## [1681] "word1680" "word1681" "word1682" "word1683" "word1684" "word1685"
## [1687] "word1686" "word1687" "word1688" "word1689" "word1690" "word1691"
## [1693] "word1692" "word1693" "word1694" "word1695" "word1696" "word1697"
## [1699] "word1698" "word1699" "word1700" "word1701" "word1702" "word1703"
## [1705] "word1704" "word1705" "word1706" "word1707" "word1708" "word1709"
## [1711] "word1710" "word1711" "word1712" "word1713" "word1714" "word1715"
## [1717] "word1716" "word1717" "word1718" "word1719" "word1720" "word1721"
## [1723] "word1722" "word1723" "word1724" "word1725" "word1726" "word1727"
## [1729] "word1728" "word1729" "word1730" "word1731" "word1732" "word1733"
## [1735] "word1734" "word1735" "word1736" "word1737" "word1738" "word1739"
## [1741] "word1740" "word1741" "word1742" "word1743" "word1744" "word1745"
## [1747] "word1746" "word1747" "word1748" "word1749" "word1750" "word1751"
## [1753] "word1752" "word1753" "word1754" "word1755" "word1756" "word1757"
## [1759] "word1758" "word1759" "word1760" "word1761" "word1762" "word1763"
## [1765] "word1764" "word1765" "word1766" "word1767" "word1768" "word1769"
## [1771] "word1770" "word1771" "word1772" "word1773" "word1774" "word1775"
## [1777] "word1776" "word1777" "word1778" "word1779" "word1780" "word1781"
## [1783] "word1782" "word1783" "word1784" "word1785" "word1786" "word1787"
## [1789] "word1788" "word1789" "word1790" "word1791" "word1792" "word1793"
## [1795] "word1794" "word1795" "word1796" "word1797" "word1798" "word1799"
## [1801] "word1800" "word1801" "word1802" "word1803" "word1804" "word1805"
## [1807] "word1806" "word1807" "word1808" "word1809" "word1810" "word1811"
## [1813] "word1812" "word1813" "word1814" "word1815" "word1816" "word1817"
## [1819] "word1818" "word1819" "word1820" "word1821" "word1822" "word1823"
## [1825] "word1824" "word1825" "word1826" "word1827" "word1828" "word1829"
## [1831] "word1830" "word1831" "word1832" "word1833" "word1834" "word1835"
## [1837] "word1836" "word1837" "word1838" "word1839" "word1840" "word1841"
## [1843] "word1842" "word1843" "word1844" "word1845" "word1846" "word1847"
## [1849] "word1848" "word1849" "word1850" "word1851" "word1852" "word1853"
## [1855] "word1854" "word1855" "word1856" "word1857" "word1858" "word1859"
## [1861] "word1860" "word1861" "word1862" "word1863" "word1864" "word1865"
## [1867] "word1866" "word1867" "word1868" "word1869" "word1870" "word1871"
## [1873] "word1872" "word1873" "word1874" "word1875" "word1876" "word1877"
## [1879] "word1878" "word1879" "word1880" "word1881" "word1882" "word1883"
## [1885] "word1884" "word1885" "word1886" "word1887" "word1888" "word1889"
## [1891] "word1890" "word1891" "word1892" "word1893" "word1894" "word1895"
## [1897] "word1896" "word1897" "word1898" "word1899" "word1900" "word1901"
## [1903] "word1902" "word1903" "word1904" "word1905" "word1906" "word1907"
## [1909] "word1908" "word1909" "word1910" "word1911" "word1912" "word1913"
## [1915] "word1914" "word1915" "word1916" "word1917" "word1918" "word1919"
## [1921] "word1920" "word1921" "word1922" "word1923" "word1924" "word1925"
## [1927] "word1926" "word1927" "word1928" "word1929" "word1930" "word1931"
## [1933] "word1932" "word1933" "word1934" "word1935" "word1936" "word1937"
## [1939] "word1938" "word1939" "word1940" "word1941" "word1942" "word1943"
## [1945] "word1944" "word1945" "word1946" "word1947" "word1948" "word1949"
## [1951] "word1950" "word1951" "word1952" "word1953" "word1954" "word1955"
## [1957] "word1956" "word1957" "word1958" "word1959" "word1960" "word1961"
## [1963] "word1962" "word1963" "word1964" "word1965" "word1966" "word1967"
## [1969] "word1968" "word1969" "word1970" "word1971" "word1972" "word1973"
## [1975] "word1974" "word1975" "word1976" "word1977" "word1978" "word1979"
## [1981] "word1980" "word1981" "word1982" "word1983" "word1984" "word1985"
## [1987] "word1986" "word1987" "word1988" "word1989" "word1990" "word1991"
## [1993] "word1992" "word1993" "word1994" "word1995" "word1996" "word1997"
## [1999] "word1998" "word1999" "word2000" "word2001" "word2002" "word2003"
## [2005] "word2004" "word2005" "word2006" "word2007" "word2008" "word2009"
## [2011] "word2010" "word2011" "word2012" "word2013" "word2014" "word2015"
## [2017] "word2016" "word2017" "word2018" "word2019" "word2020" "word2021"
## [2023] "word2022" "word2023" "word2024" "word2025" "word2026" "word2027"
## [2029] "word2028" "word2029" "word2030" "word2031" "word2032" "word2033"
## [2035] "word2034" "word2035" "word2036" "word2037" "word2038" "word2039"
## [2041] "word2040" "word2041" "word2042" "word2043" "word2044" "word2045"
## [2047] "word2046" "word2047" "word2048" "word2049" "word2050" "word2051"
## [2053] "word2052" "word2053" "word2054" "word2055" "word2056" "word2057"
## [2059] "word2058" "word2059" "word2060" "word2061" "word2062" "word2063"
## [2065] "word2064" "word2065" "word2066" "word2067" "word2068" "word2069"
## [2071] "word2070" "word2071" "word2072" "word2073" "word2074" "word2075"
## [2077] "word2076" "word2077" "word2078" "word2079" "word2080" "word2081"
## [2083] "word2082" "word2083" "word2084" "word2085" "word2086" "word2087"
## [2089] "word2088" "word2089" "word2090" "word2091" "word2092" "word2093"
## [2095] "word2094" "word2095" "word2096" "word2097" "word2098" "word2099"
## [2101] "word2100" "word2101" "word2102" "word2103" "word2104" "word2105"
## [2107] "word2106" "word2107" "word2108" "word2109" "word2110" "word2111"
## [2113] "word2112" "word2113" "word2114" "word2115" "word2116" "word2117"
## [2119] "word2118" "word2119" "word2120" "word2121" "word2122" "word2123"
## [2125] "word2124" "word2125" "word2126" "word2127" "word2128" "word2129"
## [2131] "word2130" "word2131" "word2132" "word2133" "word2134" "word2135"
## [2137] "word2136" "word2137" "word2138" "word2139" "word2140" "word2141"
## [2143] "word2142" "word2143" "word2144" "word2145" "word2146" "word2147"
## [2149] "word2148" "word2149" "word2150" "word2151" "word2152" "word2153"
## [2155] "word2154" "word2155" "word2156" "word2157" "word2158" "word2159"
## [2161] "word2160" "word2161" "word2162" "word2163" "word2164" "word2165"
## [2167] "word2166" "word2167" "word2168" "word2169" "word2170" "word2171"
## [2173] "word2172" "word2173" "word2174" "word2175" "word2176" "word2177"
## [2179] "word2178" "word2179" "word2180" "word2181" "word2182" "word2183"
## [2185] "word2184" "word2185" "word2186" "word2187" "word2188" "word2189"
## [2191] "word2190" "word2191" "word2192" "word2193" "word2194" "word2195"
## [2197] "word2196" "word2197" "word2198" "word2199" "word2200" "word2201"
## [2203] "word2202" "word2203" "word2204" "word2205" "word2206" "word2207"
## [2209] "word2208" "word2209" "word2210" "word2211" "word2212" "word2213"
## [2215] "word2214" "word2215" "word2216" "word2217" "word2218" "word2219"
## [2221] "word2220" "word2221" "word2222" "word2223" "word2224" "word2225"
## [2227] "word2226" "word2227" "word2228" "word2229" "word2230" "word2231"
## [2233] "word2232" "word2233" "word2234" "word2235" "word2236" "word2237"
## [2239] "word2238" "word2239" "word2240" "word2241" "word2242" "word2243"
## [2245] "word2244" "word2245" "word2246" "word2247" "word2248" "word2249"
## [2251] "word2250" "word2251" "word2252" "word2253" "word2254" "word2255"
## [2257] "word2256" "word2257" "word2258" "word2259" "word2260" "word2261"
## [2263] "word2262" "word2263" "word2264" "word2265" "word2266" "word2267"
## [2269] "word2268" "word2269" "word2270" "word2271" "word2272" "word2273"
## [2275] "word2274" "word2275" "word2276" "word2277" "word2278" "word2279"
## [2281] "word2280" "word2281" "word2282" "word2283" "word2284" "word2285"
## [2287] "word2286" "word2287" "word2288" "word2289" "word2290" "word2291"
## [2293] "word2292" "word2293" "word2294" "word2295" "word2296" "word2297"
## [2299] "word2298" "word2299" "word2300" "word2301" "word2302" "word2303"
## [2305] "word2304" "word2305" "word2306" "word2307" "word2308" "word2309"
## [2311] "word2310" "word2311" "word2312" "word2313" "word2314" "word2315"
## [2317] "word2316" "word2317" "word2318" "word2319" "word2320" "word2321"
## [2323] "word2322" "word2323" "word2324" "word2325" "word2326" "word2327"
## [2329] "word2328" "word2329" "word2330" "word2331" "word2332" "word2333"
## [2335] "word2334" "word2335" "word2336" "word2337" "word2338" "word2339"
## [2341] "word2340" "word2341" "word2342" "word2343" "word2344" "word2345"
## [2347] "word2346" "word2347" "word2348" "word2349" "word2350" "word2351"
## [2353] "word2352" "word2353" "word2354" "word2355" "word2356" "word2357"
## [2359] "word2358" "word2359" "word2360" "word2361" "word2362" "word2363"
## [2365] "word2364" "word2365" "word2366" "word2367" "word2368" "word2369"
## [2371] "word2370" "word2371" "word2372" "word2373" "word2374" "word2375"
## [2377] "word2376" "word2377" "word2378" "word2379" "word2380" "word2381"
## [2383] "word2382" "word2383" "word2384" "word2385" "word2386" "word2387"
## [2389] "word2388" "word2389" "word2390" "word2391" "word2392" "word2393"
## [2395] "word2394" "word2395" "word2396" "word2397" "word2398" "word2399"
## [2401] "word2400" "word2401" "word2402" "word2403" "word2404" "word2405"
## [2407] "word2406" "word2407" "word2408" "word2409" "word2410" "word2411"
## [2413] "word2412" "word2413" "word2414" "word2415" "word2416" "word2417"
## [2419] "word2418" "word2419" "word2420" "word2421" "word2422" "word2423"
## [2425] "word2424" "word2425" "word2426" "word2427" "word2428" "word2429"
## [2431] "word2430" "word2431" "word2432" "word2433" "word2434" "word2435"
## [2437] "word2436" "word2437" "word2438" "word2439" "word2440" "word2441"
## [2443] "word2442" "word2443" "word2444" "word2445" "word2446" "word2447"
## [2449] "word2448" "word2449" "word2450" "word2451" "word2452" "word2453"
## [2455] "word2454" "word2455" "word2456" "word2457" "word2458" "word2459"
## [2461] "word2460" "word2461" "word2462" "word2463" "word2464" "word2465"
## [2467] "word2466" "word2467" "word2468" "word2469" "word2470" "word2471"
## [2473] "word2472" "word2473" "word2474" "word2475" "word2476" "word2477"
## [2479] "word2478" "word2479" "word2480" "word2481" "word2482" "word2483"
## [2485] "word2484" "word2485" "word2486" "word2487" "word2488" "word2489"
## [2491] "word2490" "word2491" "word2492" "word2493" "word2494" "word2495"
## [2497] "word2496" "word2497" "word2498" "word2499" "word2500" "word2501"
## [2503] "word2502" "word2503" "word2504" "word2505" "word2506" "word2507"
## [2509] "word2508" "word2509" "word2510" "word2511" "word2512" "word2513"
## [2515] "word2514" "word2515" "word2516" "word2517" "word2518" "word2519"
## [2521] "word2520" "word2521" "word2522" "word2523" "word2524" "word2525"
## [2527] "word2526" "word2527" "word2528" "word2529" "word2530" "word2531"
## [2533] "word2532" "word2533" "word2534" "word2535" "word2536" "word2537"
## [2539] "word2538" "word2539" "word2540" "word2541" "word2542" "word2543"
## [2545] "word2544" "word2545" "word2546" "word2547" "word2548" "word2549"
## [2551] "word2550" "word2551" "word2552" "word2553" "word2554" "word2555"
## [2557] "word2556" "word2557" "word2558" "word2559" "word2560" "word2561"
## [2563] "word2562" "word2563" "word2564" "word2565" "word2566" "word2567"
## [2569] "word2568" "word2569" "word2570" "word2571" "word2572" "word2573"
## [2575] "word2574" "word2575" "word2576" "word2577" "word2578" "word2579"
## [2581] "word2580" "word2581" "word2582" "word2583" "word2584" "word2585"
## [2587] "word2586" "word2587" "word2588" "word2589" "word2590" "word2591"
## [2593] "word2592" "word2593" "word2594" "word2595" "word2596" "word2597"
## [2599] "word2598" "word2599" "word2600" "word2601" "word2602" "word2603"
## [2605] "word2604" "word2605" "word2606" "word2607" "word2608" "word2609"
## [2611] "word2610" "word2611" "word2612" "word2613" "word2614" "word2615"
## [2617] "word2616" "word2617" "word2618" "word2619" "word2620" "word2621"
## [2623] "word2622" "word2623" "word2624" "word2625" "word2626" "word2627"
## [2629] "word2628" "word2629" "word2630" "word2631" "word2632" "word2633"
## [2635] "word2634" "word2635" "word2636" "word2637" "word2638" "word2639"
## [2641] "word2640" "word2641" "word2642" "word2643" "word2644" "word2645"
## [2647] "word2646" "word2647" "word2648" "word2649" "word2650" "word2651"
## [2653] "word2652" "word2653" "word2654" "word2655" "word2656" "word2657"
## [2659] "word2658" "word2659" "word2660" "word2661" "word2662" "word2663"
## [2665] "word2664" "word2665" "word2666" "word2667" "word2668" "word2669"
## [2671] "word2670" "word2671" "word2672" "word2673" "word2674" "word2675"
## [2677] "word2676" "word2677" "word2678" "word2679" "word2680" "word2681"
## [2683] "word2682" "word2683" "word2684" "word2685" "word2686" "word2687"
## [2689] "word2688" "word2689" "word2690" "word2691" "word2692" "word2693"
## [2695] "word2694" "word2695" "word2696" "word2697" "word2698" "word2699"
## [2701] "word2700" "word2701" "word2702" "word2703" "word2704" "word2705"
## [2707] "word2706" "word2707" "word2708" "word2709" "word2710" "word2711"
## [2713] "word2712" "word2713" "word2714" "word2715" "word2716" "word2717"
## [2719] "word2718" "word2719" "word2720" "word2721" "word2722" "word2723"
## [2725] "word2724" "word2725" "word2726" "word2727" "word2728" "word2729"
## [2731] "word2730" "word2731" "word2732" "word2733" "word2734" "word2735"
## [2737] "word2736" "word2737" "word2738" "word2739" "word2740" "word2741"
## [2743] "word2742" "word2743" "word2744" "word2745" "word2746" "word2747"
## [2749] "word2748" "word2749" "word2750" "word2751" "word2752" "word2753"
## [2755] "word2754" "word2755" "word2756" "word2757" "word2758" "word2759"
## [2761] "word2760" "word2761" "word2762" "word2763" "word2764" "word2765"
## [2767] "word2766" "word2767" "word2768" "word2769" "word2770" "word2771"
## [2773] "word2772" "word2773" "word2774" "word2775" "word2776" "word2777"
## [2779] "word2778" "word2779" "word2780" "word2781" "word2782" "word2783"
## [2785] "word2784" "word2785" "word2786" "word2787" "word2788" "word2789"
## [2791] "word2790" "word2791" "word2792" "word2793" "word2794" "word2795"
## [2797] "word2796" "word2797" "word2798" "word2799" "word2800" "word2801"
## [2803] "word2802" "word2803" "word2804" "word2805" "word2806" "word2807"
## [2809] "word2808" "word2809" "word2810" "word2811" "word2812" "word2813"
## [2815] "word2814" "word2815" "word2816" "word2817" "word2818" "word2819"
## [2821] "word2820" "word2821" "word2822" "word2823" "word2824" "word2825"
## [2827] "word2826" "word2827" "word2828" "word2829" "word2830" "word2831"
## [2833] "word2832" "word2833" "word2834" "word2835" "word2836" "word2837"
## [2839] "word2838" "word2839" "word2840" "word2841" "word2842" "word2843"
## [2845] "word2844" "word2845" "word2846" "word2847" "word2848" "word2849"
## [2851] "word2850" "word2851" "word2852" "word2853" "word2854" "word2855"
## [2857] "word2856" "word2857" "word2858" "word2859" "word2860" "word2861"
## [2863] "word2862" "word2863" "word2864" "word2865" "word2866" "word2867"
## [2869] "word2868" "word2869" "word2870" "word2871" "word2872" "word2873"
## [2875] "word2874" "word2875" "word2876" "word2877" "word2878" "word2879"
## [2881] "word2880" "word2881" "word2882" "word2883" "word2884" "word2885"
## [2887] "word2886" "word2887" "word2888" "word2889" "word2890" "word2891"
## [2893] "word2892" "word2893" "word2894" "word2895" "word2896" "word2897"
## [2899] "word2898" "word2899" "word2900" "word2901" "word2902" "word2903"
## [2905] "word2904" "word2905" "word2906" "word2907" "word2908" "word2909"
## [2911] "word2910" "word2911" "word2912" "word2913" "word2914" "word2915"
## [2917] "word2916" "word2917" "word2918" "word2919" "word2920" "word2921"
## [2923] "word2922" "word2923" "word2924" "word2925" "word2926" "word2927"
## [2929] "word2928" "word2929" "word2930" "word2931" "word2932" "word2933"
## [2935] "word2934" "word2935" "word2936" "word2937" "word2938" "word2939"
## [2941] "word2940" "word2941" "word2942" "word2943" "word2944" "word2945"
## [2947] "word2946" "word2947" "word2948" "word2949" "word2950" "word2951"
## [2953] "word2952" "word2953" "word2954" "word2955" "word2956" "word2957"
## [2959] "word2958" "word2959" "word2960" "word2961" "word2962" "word2963"
## [2965] "word2964" "word2965" "word2966" "word2967" "word2968" "word2969"
## [2971] "word2970" "word2971" "word2972" "word2973" "word2974" "word2975"
## [2977] "word2976" "word2977" "word2978" "word2979" "word2980" "word2981"
## [2983] "word2982" "word2983" "word2984" "word2985" "word2986" "word2987"
## [2989] "word2988" "word2989" "word2990" "word2991" "word2992" "word2993"
## [2995] "word2994" "word2995" "word2996" "word2997" "word2998" "word2999"
## [3001] "word3000" "word3001" "word3002" "word3003" "word3004" "word3005"
## [3007] "word3006" "word3007" "word3008" "word3009" "word3010" "word3011"
## [3013] "word3012" "word3013" "word3014" "word3015" "word3016" "word3017"
## [3019] "word3018" "word3019" "word3020" "word3021" "word3022" "word3023"
## [3025] "word3024" "word3025" "word3026" "word3027" "word3028" "word3029"
## [3031] "word3030" "word3031" "word3032" "word3033" "word3034" "word3035"
## [3037] "word3036" "word3037" "word3038" "word3039" "word3040" "word3041"
## [3043] "word3042" "word3043" "word3044" "word3045" "word3046" "word3047"
## [3049] "word3048" "word3049" "word3050" "word3051" "word3052" "word3053"
## [3055] "word3054" "word3055" "word3056" "word3057" "word3058" "word3059"
## [3061] "word3060" "word3061" "word3062" "word3063" "word3064" "word3065"
## [3067] "word3066" "word3067" "word3068" "word3069" "word3070" "word3071"
## [3073] "word3072" "word3073" "word3074" "word3075" "word3076" "word3077"
## [3079] "word3078" "word3079" "word3080" "word3081" "word3082" "word3083"
## [3085] "word3084" "word3085" "word3086" "word3087" "word3088" "word3089"
## [3091] "word3090" "word3091" "word3092" "word3093" "word3094" "word3095"
## [3097] "word3096" "word3097" "word3098" "word3099" "word3100" "word3101"
## [3103] "word3102" "word3103" "word3104" "word3105" "word3106" "word3107"
## [3109] "word3108" "word3109" "word3110" "word3111" "word3112" "word3113"
## [3115] "word3114" "word3115" "word3116" "word3117" "word3118" "word3119"
## [3121] "word3120" "word3121" "word3122" "word3123" "word3124" "word3125"
## [3127] "word3126" "word3127" "word3128" "word3129" "word3130" "word3131"
## [3133] "word3132" "word3133" "word3134" "word3135" "word3136" "word3137"
## [3139] "word3138" "word3139" "word3140" "word3141" "word3142" "word3143"
## [3145] "word3144" "word3145" "word3146" "word3147" "word3148" "word3149"
## [3151] "word3150" "word3151" "word3152" "word3153" "word3154" "word3155"
## [3157] "word3156" "word3157" "word3158" "word3159" "word3160" "word3161"
## [3163] "word3162" "word3163" "word3164" "word3165" "word3166" "word3167"
## [3169] "word3168" "word3169" "word3170" "word3171" "word3172" "word3173"
## [3175] "word3174" "word3175" "word3176" "word3177" "word3178" "word3179"
## [3181] "word3180" "word3181" "word3182" "word3183" "word3184" "word3185"
## [3187] "word3186" "word3187" "word3188" "word3189" "word3190" "word3191"
## [3193] "word3192" "word3193" "word3194" "word3195" "word3196" "word3197"
## [3199] "word3198" "word3199" "word3200" "word3201" "word3202" "word3203"
## [3205] "word3204" "word3205" "word3206" "word3207" "word3208" "word3209"
## [3211] "word3210" "word3211" "word3212" "word3213" "word3214" "word3215"
## [3217] "word3216" "word3217" "word3218" "word3219" "word3220" "word3221"
## [3223] "word3222" "word3223" "word3224" "word3225" "word3226" "word3227"
## [3229] "word3228" "word3229" "word3230" "word3231" "word3232" "word3233"
## [3235] "word3234" "word3235" "word3236" "word3237" "word3238" "word3239"
## [3241] "word3240" "word3241" "word3242" "word3243" "word3244" "word3245"
## [3247] "word3246" "word3247" "word3248" "word3249" "word3250" "word3251"
## [3253] "word3252" "word3253" "word3254" "word3255" "word3256" "word3257"
## [3259] "word3258" "word3259" "word3260" "word3261" "word3262" "word3263"
## [3265] "word3264" "word3265" "word3266" "word3267" "word3268" "word3269"
## [3271] "word3270"Convert the dataframe into a transaction
library(arules)
library(dplyr)
# Step 1: Clean and prepare the transactions list
transactions_list <- apply(balanced_combined[, -ncol(balanced_combined)], 1, function(x) x[!is.na(x) & x != ""])
# Step 2: Remove empty transactions (this ensures there are no rows with no items)
transactions_list <- transactions_list[sapply(transactions_list, length) > 0]
# Step 3: Remove duplicates within each transaction (ensure no repeated words in a single transaction)
transactions_list <- lapply(transactions_list, function(x) unique(x))
# Step 4: Optionally, sort each transaction's items (for consistency)
transactions_list <- lapply(transactions_list, function(x) sort(x))
# Step 5: Convert the cleaned list to a transaction format using 'arules'
transactions <- as(transactions_list, "transactions")
# Step 6: summary the transactions object
summary(transactions)## transactions as itemMatrix in sparse format with
## 44940 rows (elements/itemsets/transactions) and
## 81771 columns (items) and a density of 0.001874506
##
## most frequent items:
## numbr presid 0 httpaddr sai (Other)
## 35070 24247 23502 22704 22285 6760604
##
## element (itemset/transaction) length distribution:
## sizes
## 1 3 4 6 7 8 9 10 11 12 13 14 15 16 17 18
## 21 7 2 4 11 21 57 93 121 156 114 102 101 100 71 84
## 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34
## 76 79 89 106 90 90 91 107 108 100 128 140 124 147 158 172
## 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50
## 170 191 166 187 232 227 270 238 204 235 243 191 230 212 196 192
## 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66
## 170 184 180 176 164 150 192 148 127 94 123 124 115 120 93 128
## 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82
## 98 99 95 108 99 99 107 104 102 100 110 115 119 129 109 108
## 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98
## 131 120 141 135 134 120 140 122 153 151 134 130 146 146 175 155
## 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114
## 157 170 160 177 144 145 163 188 172 197 192 168 177 168 196 203
## 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130
## 229 217 199 202 211 213 226 232 215 225 219 243 286 254 255 284
## 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146
## 292 270 245 261 270 264 269 253 240 267 266 276 311 275 294 266
## 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162
## 315 266 301 275 285 316 244 272 276 288 264 261 243 289 225 242
## 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178
## 208 266 241 243 231 239 225 242 205 230 226 219 177 190 225 179
## 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194
## 196 188 200 172 171 184 161 174 153 185 145 141 165 174 152 151
## 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210
## 122 151 154 134 143 127 109 136 127 126 132 125 110 124 103 109
## 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226
## 107 106 103 106 106 90 101 129 116 78 114 91 103 95 87 99
## 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242
## 107 111 94 82 97 78 83 98 78 76 65 68 78 67 77 95
## 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258
## 70 77 72 88 73 87 76 55 61 61 55 58 63 56 63 55
## 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274
## 69 62 56 53 71 58 39 68 48 60 70 71 56 55 49 59
## 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290
## 56 53 37 44 46 48 49 55 50 40 34 50 38 40 43 47
## 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306
## 33 52 52 41 42 56 33 40 42 51 32 38 40 42 41 41
## 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322
## 26 30 31 27 26 37 39 39 36 42 24 38 39 28 22 39
## 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338
## 29 30 32 25 24 29 25 28 21 34 18 16 18 23 23 22
## 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354
## 23 22 29 10 14 22 19 17 7 13 19 13 16 19 16 17
## 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370
## 17 14 17 23 23 25 15 17 14 12 14 13 15 15 14 14
## 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386
## 15 16 8 13 15 17 8 17 7 13 12 15 14 8 16 12
## 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402
## 10 9 8 11 9 8 7 10 4 8 13 11 13 13 10 5
## 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418
## 5 8 9 8 5 10 7 3 5 5 7 2 6 4 3 8
## 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434
## 8 4 5 8 5 6 5 2 3 6 4 3 5 4 9 11
## 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450
## 5 5 6 5 5 6 6 5 4 3 3 3 2 6 3 12
## 451 452 453 454 456 457 458 459 460 461 462 463 464 465 466 467
## 3 5 2 3 4 4 5 1 7 6 5 2 2 3 4 2
## 468 469 470 471 472 473 474 475 476 478 480 481 482 483 484 486
## 9 1 2 5 1 2 1 1 4 3 3 2 6 9 1 8
## 487 488 489 492 493 494 495 496 497 498 499 500 501 502 503 504
## 3 8 3 4 5 2 4 1 4 3 6 5 2 2 4 1
## 505 506 507 508 509 510 513 514 515 516 518 519 520 521 522 523
## 5 2 3 2 2 2 4 4 2 6 6 2 2 3 1 5
## 524 525 526 528 529 531 532 533 535 536 538 539 540 541 543 544
## 2 2 2 1 2 2 1 1 1 1 3 1 1 1 2 3
## 547 548 549 552 555 557 559 560 562 565 568 573 574 575 578 580
## 2 2 6 1 1 2 2 2 2 1 1 2 1 1 2 1
## 584 586 587 589 590 591 592 593 597 598 600 601 604 606 607 609
## 2 2 2 2 2 1 2 1 2 1 2 4 4 2 1 1
## 610 611 612 614 615 616 617 618 619 624 625 627 629 630 635 637
## 1 2 1 1 1 1 2 2 1 1 1 3 1 1 5 3
## 638 639 644 648 651 654 659 662 665 668 669 670 671 672 674 677
## 4 1 2 2 2 2 5 2 2 1 2 2 1 2 4 2
## 678 680 682 684 690 691 695 697 702 706 713 726 732 738 739 741
## 1 1 3 2 1 3 1 2 1 2 2 2 2 3 2 1
## 752 756 763 764 766 776 779 788 789 794 806 818 819 820 832 836
## 2 1 4 2 4 1 1 2 2 2 1 2 1 2 2 2
## 845 848 867 868 887 897 904 908 920 924 931 936 937 938 946 951
## 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2
## 953 958 959 968 978 983 988 990 1000 1009 1016 1021 1040 1055 1084 1088
## 2 1 1 2 2 2 2 1 2 1 1 2 2 2 1 2
## 1089 1101 1121 1123 1130 1148 1152 1158 1186 1189 1213 1224 1249 1253 1323 1378
## 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1411 1490 1565
## 2 2 2
##
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.0 90.0 144.0 153.3 193.0 1565.0
##
## includes extended item information - examples:
## labels
## 1 0
## 2 1
## 3 aapar(las = 2)
itemFrequencyPlot(transactions, support = 0.35) 
common_words = c('also','call','donald','like','peopl','presid','reuter','sai','time','year')
long_data <- balanced_combined %>%
pivot_longer(cols = starts_with("word"),
names_to = "word_column",
values_to = "word")
# Filter rows where "word" matches the target words
filtered_data <- long_data %>%
filter(word %in% common_words) %>%
group_by(word, type) %>%
summarise(count = n(), .groups = "drop")
# Create a bar chart
# Ensure 'type' is a factor
filtered_data$type <- as.factor(filtered_data$type)
# Create the plot
# Calculate the percentage for each word within its category
filtered_data <- filtered_data %>%
group_by(word) %>%
mutate(percentage = (count / sum(count)) * 100)
# Create the plot with percentages
ggplot(filtered_data, aes(x = reorder(word, -percentage), y = percentage, fill = type)) +
geom_bar(stat = "identity", position = "dodge") +
labs(
title = "Percentage of Words in True vs Fake News",
x = "Word",
y = "Percentage (%)",
fill = "News Type"
) +
theme_minimal() +
theme(
axis.text.x = element_text(angle = 45, hjust = 1),
plot.title = element_text(hjust = 0.5, face = "bold", size = 14),
axis.text = element_text(size = 10),
axis.title = element_text(size = 12)
) +
scale_fill_brewer(palette = "Set1")
Performing the apriori algorithm
textrules <- apriori(transactions, parameter = list(support =
0.01, confidence = 0.25, minlen = 2))## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.25 0.1 1 none FALSE TRUE 5 0.01 2
## maxlen target ext
## 10 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 449
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[81771 item(s), 44940 transaction(s)] done [2.08s].
## sorting and recoding items ... [2548 item(s)] done [0.13s].
## creating transaction tree ... done [0.04s].
## checking subsets of size 1 2 3## Warning in apriori(transactions, parameter = list(support = 0.01, confidence =
## 0.25, : Mining stopped (time limit reached). Only patterns up to a length of 3
## returned!## done [31.02s].
## writing ... [6442127 rule(s)] done [0.75s].
## creating S4 object ... done [0.96s].textrules## set of 6442127 rulesEvaluating Model Performance
summary(textrules)## set of 6442127 rules
##
## rule length distribution (lhs + rhs):sizes
## 2 3
## 121746 6320381
##
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 2.000 3.000 3.000 2.981 3.000 3.000
##
## summary of quality measures:
## support confidence coverage lift
## Min. :0.01001 Min. :0.2500 Min. :0.01001 Min. : 0.478
## 1st Qu.:0.01155 1st Qu.:0.3346 1st Qu.:0.02568 1st Qu.: 1.393
## Median :0.01402 Median :0.4299 Median :0.03522 Median : 1.569
## Mean :0.01745 Mean :0.4594 Mean :0.04155 Mean : 1.627
## 3rd Qu.:0.01909 3rd Qu.:0.5455 3rd Qu.:0.04813 3rd Qu.: 1.756
## Max. :0.47570 Max. :1.0000 Max. :0.78037 Max. :92.453
## count
## Min. : 450.0
## 1st Qu.: 519.0
## Median : 630.0
## Mean : 784.2
## 3rd Qu.: 858.0
## Max. :21378.0
##
## mining info:
## data ntransactions support confidence
## transactions 44940 0.01 0.25
## call
## apriori(data = transactions, parameter = list(support = 0.01, confidence = 0.25, minlen = 2))library(arules)
inspect(head(textrules, 20))## lhs rhs support confidence coverage lift
## [1] {ankara} => {turkei} 0.01005785 0.8810916 0.01141522 33.900905
## [2] {turkei} => {ankara} 0.01005785 0.3869863 0.02599021 33.900905
## [3] {ankara} => {worldnews} 0.01016911 0.8908382 0.01141522 3.946207
## [4] {ankara} => { 1} 0.01105919 0.9688109 0.01141522 2.032888
## [5] {ankara} => {reuter} 0.01112595 0.9746589 0.01141522 2.022308
## [6] {somodevilla} => {chip} 0.01034713 0.9978541 0.01036938 64.990670
## [7] {chip} => {somodevilla} 0.01034713 0.6739130 0.01535381 64.990670
## [8] {somodevilla} => {getti} 0.01034713 0.9978541 0.01036938 11.058832
## [9] {somodevilla} => {news} 0.01036938 1.0000000 0.01036938 4.230842
## [10] {somodevilla} => {imag} 0.01025812 0.9892704 0.01036938 4.476670
## [11] {somodevilla} => { 0} 0.01036938 1.0000000 0.01036938 1.912178
## [12] {somodevilla} => {httpaddr} 0.01034713 0.9978541 0.01036938 1.975139
## [13] {dem} => { 0} 0.01079217 0.9099437 0.01186026 1.739974
## [14] {potu} => { 0} 0.01016911 0.7892919 0.01288385 1.509266
## [15] {potu} => {httpaddr} 0.01217178 0.9447323 0.01288385 1.869991
## [16] {potu} => {presid} 0.01143747 0.8877375 0.01288385 1.645355
## [17] {potu} => {numbr} 0.01152648 0.8946459 0.01288385 1.146433
## [18] {pathet} => { 0} 0.01054740 0.9733060 0.01083667 1.861134
## [19] {pathet} => {httpaddr} 0.01041389 0.9609856 0.01083667 1.902162
## [20] {macron} => {emmanuel} 0.01048064 0.9553753 0.01097018 85.869128
## count
## [1] 452
## [2] 452
## [3] 457
## [4] 497
## [5] 500
## [6] 465
## [7] 465
## [8] 465
## [9] 466
## [10] 461
## [11] 466
## [12] 465
## [13] 485
## [14] 457
## [15] 547
## [16] 514
## [17] 518
## [18] 474
## [19] 468
## [20] 471